{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Table of Content \n",
    "\n",
    "- [The Matter graph](#The-Matter-graph)\n",
    "- [Hide auto transitions](#Hide-auto-transitions)\n",
    "- [Previous state and transition notation](#Previous-state-and-transition-notation)\n",
    "- [One Machine and multiple models](#One-Machine-and-multiple-models)\n",
    "- [Show only the current region of interest](#Show-only-the-current-region-of-interest)\n",
    "- [Example graph from Readme.md](#Example-graph-from-Readme.md)\n",
    "- [Custom styling](#Custom-styling)\n",
    "- [Enum states](#Enum-states)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "hide_input": false
   },
   "outputs": [],
   "source": [
    "import os, sys, inspect, io\n",
    "\n",
    "cmd_folder = os.path.realpath(\n",
    "    os.path.dirname(\n",
    "        os.path.abspath(os.path.split(inspect.getfile( inspect.currentframe() ))[0])))\n",
    "\n",
    "if cmd_folder not in sys.path:\n",
    "    sys.path.insert(0, cmd_folder)\n",
    "    \n",
    "from transitions import *\n",
    "from transitions.extensions import GraphMachine\n",
    "from IPython.display import Image, display, display_png\n",
    "\n",
    "class Matter(object):\n",
    "    def alert(self):\n",
    "        pass\n",
    "    \n",
    "    def resume(self):\n",
    "        pass\n",
    "    \n",
    "    def notify(self):\n",
    "        pass\n",
    "    \n",
    "    def is_valid(self):\n",
    "        return True\n",
    "    \n",
    "    def is_not_valid(self):\n",
    "        return False\n",
    "    \n",
    "    def is_also_valid(self):\n",
    "        return True\n",
    "    \n",
    "    # graph object is created by the machine\n",
    "    def show_graph(self, **kwargs):\n",
    "        stream = io.BytesIO()\n",
    "        self.get_graph(**kwargs).draw(stream, prog='dot', format='png')\n",
    "        display(Image(stream.getvalue()))\n",
    "        \n",
    "extra_args = dict(initial='solid', title='Matter is Fun!',\n",
    "                  show_conditions=True, show_state_attributes=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "hide_input": true
   },
   "source": [
    "### The Matter graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "hide_input": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "transitions = [\n",
    "    { 'trigger': 'melt', 'source': 'solid', 'dest': 'liquid' },\n",
    "    { 'trigger': 'evaporate', 'source': 'liquid', 'dest': 'gas', 'conditions':'is_valid' },\n",
    "    { 'trigger': 'sublimate', 'source': 'solid', 'dest': 'gas', 'unless':'is_not_valid' },\n",
    "    { 'trigger': 'ionize', 'source': 'gas', 'dest': 'plasma', \n",
    "      'conditions':['is_valid','is_also_valid'] }\n",
    "]\n",
    "states=['solid', 'liquid', {'name': 'gas', 'on_exit': ['resume', 'notify']},\n",
    "        {'name': 'plasma', 'on_enter': 'alert', 'on_exit': 'resume'}]\n",
    "\n",
    "model = Matter()\n",
    "machine = GraphMachine(model=model, states=states, transitions=transitions, \n",
    "                       show_auto_transitions=True, **extra_args)\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hide auto transitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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c4MGDczfddFPuhRdeyE2dOjX1LBqoLaeKXur2QhvUjzycUx/snGaAyKmCldMOeG6nnXbKqbKYY71aMeTUmiGnCmBOlZ6wjvUa4CWnQd7Cb31B5E/z0Ucf5VZcccWwfrHFFstRvzXWWCO34YYb5tTsNqfKUGL5qqDmjj322FyHDh3CsQsssEBu9913z6kyl9t3331zGrwnf45SFji/Ko85JT5yyjrnNAVnvm20QzNl5FTJzKliHNp/1VVX5XSEM/fBBx/kqJNLfQS45j169MgpoZS78sorc+3bt89pitOcposKOypJEK6fms3XO/Doo4/OaaqjsI5jdcQ7p6RSTq1jcurLn1MFLzdx4sSwXQMQ5pQcCOUoIZTbddddw/3D9dKR5nAPsaPG+Qj3mio6uXHjxoU6qaIT7mXOoVGlc9yDHKcdipwq7qG+3LuIKvA5zZ6SUzee3H/+85+cEk+5PffcM2xT8iK0i2PVuiHHb4T7V2OX5IYOHZobO3ZsToMbhfKvvvrqsD3tH+3p06dPfrOSezn9yOa0YxKO1+CRYZum3MppetnwzKsCn9NR4/Dc5A/MsFCOa8BpHnrooVA3JYrCWZVkyD/bJ554Yr4mvBvU1zWnRGJOCZycuoUErMFOs8zk92NBCcRQJni3pijJFN4tyy23XLi+rVmXWjg3zwjPGO9rTV1cC03yNjgCjkANI6AWszm12g3fpCzNVDfinA6m5HSgIXfXXXeFfsm6666b00GIen3F+HeTstVqN6fERm633XYL/WEluXNqAVHvtGoNEfqhSnjn2K5EbthOP4e+Ot9OHfwL/WQdmMnpIEw47zvvvJM79dRTcxoDIacWejnaZZLlvLZva84PPPDA3JprrplYBUYqXRwBR6BMCNChNwUfBQSl237TaVdzoxwdY0gJFLeLL744pyNyuUGDBgUlqUzVKFqMWkLkdEQ77GdKTZRssAIgLeyl991339nqonOUT/UDDseqyW6ulGOTCk8iY1DiUIjuu+++3EUXXZTTSPkBV0gSlFnwZkKR1uwbObXWyOnIe1Cc6EhrEKDcV199lXS6ml5HuyEF+OCZoLCDFR9SExRk1mmqVFuVU8uU3DPPPBN+q3VC2K4xOsLve++9N/y+7rrr8vubEs+H20RjCIT9IOMQtZ4Jzwj3mglEEeeGROBeQgnit1o65LjukGFMkCOaESUo83YspBjX24TfPINR6d27d04tHfKraBPl02kpJHGywfaF6OJ4Ixu4zyDAUNqRJ598MhCPtn/WeTmuQVKniXcO9Y2SDUY6GllEHemAsV8lkg1GeNChU8uYrJD6fkUQAEsNgBquO9ffxRFwBByBSkUAwptvFINpxWTMmDE5teIM+6urXU7TN+boj7BMGbz3TJK+m4UGNjgubZCBfmr37t3DORg44bz0V5lzXsgLSF6UdbUGDusgJkyKndf2a+25WnOGvlZSv9rdKPRKuzgC5UJAWb28b7jFKoiWrcqREEgOM2ZVgkMcg+h+I0aMKJg+JlpWU5aJ35BFoqa0+GVlFSVZguk4+zeXvzQm9ZjOMSUJ7gGYo0enN998U1Qplv/973/564Srh7lkxOf6Yag5c2wlA0L8DVW487ApGSRkKdGPRH5d//79Q65qTBRxTSCwKHE3LNYHaQ9xDcAFQwkJUSuBcKySAPky7NqTk9mE44YNGxbcF/TjKGr5I9yP0XsNn0mOffvtt+WNN97Iu1PoRze4UuAOYaKdjbAvbhu4anAMbhlRUbIh/xNfTFw/1Aoo1IENmJLTfmITcCz3VikSTwELRuCB2xCuGriWRDHIWnY5rkHSueL1ZZ9qSluLGw7xGahzlhzfSRj4umQEuDcuvfRSUdJWuP94HnTELXlnX+sIOAKOQCsi8Prrr4dAzbyviolacwaXTtI0EuhZBwGCqyhuo6Rx1EGt4HoZ7V9YmbgYKlkh66+/fui7czzBknWgwnYJrp70IXDhow+B26laToY+Kq5quPvinqHWmiG+GYF5SUNP/0mtn0OsIVwRcA0mrhqS5bz5CrTyAn1B+nT02ZRcqVcbJxvqweE/HIGmIYBSlkV4IMneYIHXUERQhImP0NJikch5qVWqNEYBJEgNk5rINWgWQTHVxaIeEQEpoVYSYR0B1BAIIZTgOAnBb5RTYhxUm+jIdfjo2ccsrf4oyJAtN954Y/hAq7tFvewFEErEI4Bg4/7FXxIip5iQ0YD7nmOJMYLyH8eRD/Laa68dgv0Rh0GtE0KxSX746qoTPup8wHW0IHzYicMQlSjZQHkICutRRx0V3a1sy/369QsdE+KWEPGfGCiQPMSRKEWa6xrE68B1IG0tHamoGG42j25rrWUIBuJuQFjts88+rVWNmj8v6V3pMBPrhNgpTurU/CX3BjoCVYcAgW7pA9AfySI2AELsJ/uuQRr07ds3kAUoyklkw2yzzSbFBjYKDTIQF4rzqQtwIBqoK31I+jr0swhqjHTt2jW8d4lFhGQ5b9ixAv4ZbpMnT25QG0992QASX+EINB4BlFNefFkExYmHk8BmBFGEfDAlN8vx5dhnoDKv//znP0NRjAozil2JQjA/LBDKJYzeaYyCoCBrrAE599xzw2g3UY1RflG+CFaIsohCw3XCGkXdXgRFkjzOjIxTJ5Rt1sFIo5Cj9L7//vv5LBzlqnO5ysFCBSsASIe4UG8T7k8UDKxxYPwJ9qjxN2yzqCtKCMRHEFHanWZhkj/gtwWUfSwk1EUifGD52E6aNCkEgYzuy0cZSYpsbPthkUAngVEDshBA1iV1OqxTwXFmocNIQlxoa6Fc0fH9035jrURQVYga2jF69GjZeeed03ZPXd9c1yB+wmpJW8sIEEFB1e0sPJfxdvjv8iKgcXYCkQfmBIF1cQQcAUegkhCgz4wi31RhAAlhECRN6Nufc845orHLwsBBvM9DP5D+IgNZDDIQqLjYIF6SlSF9InXJzFej2HnzO7byAv0VyJEkPcbJhla+OJV6em4WlE8eHmPcKrWurVUvRsfp/Gq8ACESKy8esELRMIuFpLrxIoGUIFUMihcjwhrHIewKq9qSwkgw5ySiPxYOUWWyJetR7FwwyoZRsX3LsX3++ecPI+vqSydm9o8JHVk9+HigqD/wwAMhrzCmeXwY+K1xOEK2DT5cvHRhromQT/YGsiKgoOOOUOiDVo76FyrDzPnVXz/vSsL+6m8YslBEj4VIQHknUwX3aTTrB+1B2ecdgeCKgWC1U0g0/kLYrIGQQtlWHw0eWu8wLC/A0LbX2/jbDzI+QDSAsQZkDGupR7QOEA3U09yVuCZYGJDBQuNX5IuFAOE55ho3VSCwYPfBRoNehjaQLYO0sKVKc1yDeB0g08CPe5ssNCaGGdi0tvC+pSNHxgSeSZeWQQALIMyOwZ5r4OIIOAKOQKUgEP3WN6VOuDcjDIIkSZaBjXINMkTPn+W80f1be5n+VtI1cbKhta9MhZ6fkU86FihQSYpR0s1UoU0pS7XobKPwMlpJmjXMumFTMZsidSSjoRqlPqQSxM8Vhi8uRkCgGKGsQjYYq4mP1kILLRRGZ+PHNedvzNcZobepVDPv5qyblQ32KGpJ7hC2T0vOUb4xu4O15l7AMgSlF9N9nhusMLCKgKzT4EPBDQNSCT9olE+sIiClUO64jxiZJ1UQ1gOPPPJIcOMwJa852qVBiMK9Sw5pzPuJLUA7IFZIKRkVGHUbkYcwiQqkGYLiB4li6Y4YAdUoz9Fdg1UEKyACsBaBmMM8G9HsJsG8ENLOYi1gQoglCdYiYAWmCK4uUTHyAwsCLC9IdQmZw0g9cRnw58QEnPeVZpoIpvca9Vk0U0YgICCKBqp1D3UgTgTPIZYqpQrXHTGigg4CVjAI1xmXkBVWWCE8Z2FlCf+aeg2S0uLG60t1IJQQrgvEGthhcYWQIpV7szXl/PPPF+KB8JxELVVas05t4dxgjeUS9zbxR1wcAUfAEag1BPjm4TKbFvshy8BGYwYZiulSWc5bFddCG+riCKQioB1vhinrbddOZ04V5Xrrau2HmkHlbr755twxxxyTU4UkpF0EBx1pDVFl1aw0Rwo5DUbXoOmqGAfM2N8mJR9CukZS7aQJ0fGJ9u9SHwHuN3BU5bP+hir8pUpwTomHkA5JyYdwf+24444hKjEpG6P3C+kiyUZwwAEH5M4666x8ClVSKDVViJpMZgc7HykuyQCRJOybdF/ec889OXVxCNk+lEDLkZVC/Q3DM2JR7EnjxDnUPzKkJtUR9JC6VEf9652KjChqTZKP0kw2CSUBcqq059im5EQoh+eI1JOknETYzjmUyAvPFymjSGnFb87Jc8xzqgpTmDRGQ8iQwnXgeWM/6sd2IkGT3aKQqA97vdSXZNBISjFLdGmuJ1kviHatViEhxWahsgtta+w1SEqLSwYctbwJ7aaOSjKEUyvBlTltrWWCUAK2ULXLto30YkrahDS9ZSvUCyoJATKXcA3U6rGk43xnR8ARcASaCwHSRZK2O6uQhp5vPsfwXUHo67Pu2muvzRejA4thHdmOEFJYsg99HvrxOhASfrNOCYGQtps079EMT2Tc0kGG0E+hz8O+ZEszob/BOrW2tFXh/Uo/p1u3bmFdlvPmD66ABTLu6YBSg5rU1yIbbPYVbR0B8s/yMJjQedeRtnoPlG2r1rmOmob0kyg3KC4oPbSZBx6FBaWElICkDLTUdoXaSmcM5YUydPQ3TDr6W1SRQaHgGEstWOgcbWkbyvh6663XJpo8derUnFoG5HSkPuRaJi2kmo0HJZ77kfuDSS1SQgonFG+URbVOyGlcgBy5mlGks4hajASyjGNYLiQ8I0nCudRaIb+J5yOqsBvZoEGcQipU2pcmKLs6mh7SR5Wq0MRTLcV/U/8kkobOBs+1jvSnVave+jjZUG9j5Ie6I4RfmvUkl4ZdZPdMi2nlFLsGmQqP7KQWbUXT1rY02cD7F+yTrmGk6r7YjAjw7HIN1LKkGc/iRTsCjoAjkB2BxpINpKCEdEfHId2kBh7OnzSJpM8ysJE2yMAA0yabbBL6bgxwMLABUW/pMOnTMTChQeJzDNxYP2/vvfcO5EOxAZV8xStgIY1sCMnHtWEuVYqA3lvB11oZOTn22GNDDAEdcQxBCjEVxiwYc2ImzJ4J9ER6EhPtwAbTSEzAcQvQmzuYh9t20peQ2oXz4NPfq1evYMqKSTCZF4hY3RizYyu/peeYcWNmjak3AeKYW1A8/OxpE+1hDk4WTK7UehJ8ENN5HZkOZuqkt8ki4I0rAwHlXCS4JnAdMPmPpmpsi9gQFwL3gmgqz+iypa1UUiJEN+Z+TprKGWiz2HXYZpttQoYP3IxwB6h2IYYEGRsefvjhRjWFwKPEvigmalElu+66a7HdWm07rjNkhMC1jBRgzS3EDCDQplqpZDoVLoDEFCEOiHbu8u91on5jKjvffPOFODXE7cBFi3c173yOMVcyXDauuuqq8I1gHVlULJhupkrU4E64WhH93eKu1GATvUmOgCNQRQicdtpp4buA22UWIRYUfXx0l8GDB4fYSvTP+U5kEVwQzX2T/aO/LWsarou42/KdKZdEzxM/b7nOUY5yyPaByzC6ZFRmOt1G1zRmWTuS6uQpGglL9MqJhqJUngZypgaEfOsEHiOAHyn0NF1KJcmQIUNETawFRQPFGXIBH2Vl5gLBQHoXlA8UFQKpPfTQQ8KDwIOFkk38AEiKrbbaSggYR0cY32Z8zeNCh4sHFL9oHlaCqdFxq1ShzQQ/BBcjF0gviT81ig+dy3006JURDOVUwlAUwF5H5UuCh5cffuT4aZV6bEknqoKdidWADxzXp60TDVwugoryUUwjrgg+GCUfbBlfexQn7nuED6WREARLtGXmKFScp1xCOkVER/hrgmwgfgTvEggHOhKkYVx44YUzw0WMFIttUeggS/VZaJ/W2LbHHnuEzhW5w7mPsnbQmlJXssNwPlKHZhXeFxDpKMXEHSJWCoQ5ZDkBD5nzjuYZgTBRd7gQE4ZzQdwjBMuFLOZ4vpvs39bJhu2220723HPPEG3cSJms18T3cwQcAUegkhDgGxYlDrLULb5/9LdafoUi0MHKLdHzUHb8d7nPV+7yGk82aMR9zeslmitPtCcgqtGK5pITHVITHRoQjeBU7rq2TnmkQdGOiEYGhMIS1a5FNXHRnHDkZGudOkXOOmDAgJCmjwBnMElHHHFE2Ar5QOeMoF9///vfwzoU6xEjRoQ0c5AERM7v2bNniJTPDpAWBOFj1CqJbCAFHQo0AqnBsZUidCTpMJq1AnMizcM0YrFBUD4C+hGUEeW1uUkSgs41RkipQ7oxAvZxLUpRZBpzvko+hhRDXEeYaJfiCBCIkClJUSXgZJJVBGk6Cf5mQWBRHhn9jRIQ0eWsTD3Ehrof5a8dGRWwtIqz3cVbVVl7WLDFxtaKgLAWcLOxZbTmcaUo/OWqJ9k8uH8JxptFNHZIIAgI3ItCDN582/geYBnBO5WsGwQEgzSCXMM6g6CvWPEhPCtPPvmkbL755uE3c6zO2rpwDbgWXBPHo63fDd5+R6D6EIgOgFRf7au3xo0jGzQytQ6Hi3zwgeiQI6GqRfO9kcC8epEoVnMsNbQTo2HXRc0GRJOtimjaQDUHEPmNzSpWRHNtZ7QMiUZRxYwfMXKAZcsJS0eKETpcK8hCgAsFgoLASCcKh5kDhQ0J/4hQ3ZpCpz9KLLCMwoTpEm2GUCDqPnPa3RIjcOXCg4jfjOSR3YJRaUy325owkoilDZY70Xu4reFQrvbiQsWzzZQkpD41S4jonJFhotCjYCAQd1HygWWzjsAqgucPwZqK7AFMJsb622+fOwJZEMACj/uK+yuLYNGA4BphQjYQyAasfyAbeKdi0YDJJ+apZI6BrLZsKJDREOoQ71gFqV+w3HDDDVZcm51rANhwLbgmTja02dvAG+4IVCUCWHeT7h3BFZKBPVznasHFs9IvSGlkg46WywEHiCYoF1FzSr1aIvrxaROCcq1p6sLEqDVpzdRXSG66SWTUqJnrKwiIpI69mUfjXmAdMUxKNUJ7yTVvSbIBKw1Gt6PuEJhlUwdIFQgF/LaYr7zyyvl0kiU3qkIOQKEj1RyjbozKEa/AUmRWSBWbtRpPPfWUaIR/fcXs0ah7s1krV6OFQz5i/cMUF4gGCIcoCcHyGB0ZHjZsWPB95xgIPc020YCMMHICYtPFESgVAd7/pdw7pDDlfQlRS4weCAX8ebtqX8VIeOpABxMLNKx76IBCShvxzreFexvXCQ1OGYgGXBN5J7V1wXyXa+LiCDgCjkA1IYA1tlmvWb1L+bbYMT4vHYHsZAOuBOrXr1/vmSQDlgxtVbBk0ABe2hMRpcZEtUJRW2RRZ8aqQcQCH2IREBeNJi/4ruI2kSbNRTYQ2IsOn8VYYA4xgpsEigyEQv/+/cMcc/Fq81tKwzO+fjmNEXL//fcH1w/iaNyqFjWYyNe6QLIQhIw2E5zNpfURwCrCCIOk2mBRFCci+E3gPayozCoCk3YrJz5HEWxLhFoSjr4uGQHuHyxlsgrkAu9OgpPSuSTALIE5LUgy5WDF17dv30Ci4S7Bu5VYRSZsx2XgtddeC0TEKB1QwAUIX1zNDmO7tck57wPwcXEEHAFHoJoQYBA2aSC2mtpQrXXNRja8/vpMNwntEKojo8hCC2VrL64HuFpoxzPEO/jNFDfbwS28l45khFgTBPvSEQ7t+RavgEbH1qiLIiecINoTEbXjFw2QUPy4FtgD5byQYPpM559o3MR1WHXVVcPuBOUj8COxIJLIBiMZIAWaKpxr/Pjx9SwW8AXF8oKRVoJQ4koAwcC0UNb7rqkVq5DjMf1FYaPTzIgz/tKaArJCalfeanA/EU+DOA24vzCKWIqCUd7aeGmlIMDIAAodU1xQSrCKwOyabDZGSpAlYPjw4cGsnWOwiiDbQJyEsN9u5hhH1n8XQoD7jAC7BOPEzZA4JFEhAC8mtWRnMhIXKwj7bnK/nnfeeeE9RJwHAkUSgwQytK2TDVEcfdkRcAQcAUfAESiGQHGyAbKAIElkY7jvPlGbxMJlqgKpwwqimpHkHnxA6r7SoIpVJjll7mXddaSuz86imreoDWd6C7STrE4/IvPOK9pzmblvC1s4kIoKiZo2WhAU/E1NNE92WMQ/Gx9YAradeeaZIfsBrhRYCWCyjy8mij5iAdHwg51//vnDyA7rGTkiMjVKQ1Y3jA/0XorGWSCQ17eauQT/WcgOzF8pC2IhLeI+525LQrwCUnUyqgY+BNoj8BmKWa3IXXfdFcgt7jVGF/Gjc6kNBCCM8H1nSlLSeGcZARGdM9qMVQTEI8JotREP8Tllu1VEbdwvSa0wgjtpW9I6iIK//e1vornJQzYKrPgg1iHYLXiqWcTdqEGuuS+fffbZ8J6lPCwg+D7epC6SuBlCclMWUqtkb2ic/3MEHAFHwBFoFgQgskv9ljVLRVqp0MJkg0by1+EBnBtF7r67MNHASDoEw8n/p9YM2klcpqvM2GRN+WmJReWX+eeWXGd1PUAxr2Cpmz5DZvniG2n30WTp+OZ70vH4AaJakNRhrYD1go62p4paBwhp3ohpATFDfIcWEEZfLHAV/qeYCGEdMHTo0HB20lQSqwGywMzSWYcSwP5TNG3pNZppY9CgQeFBOEDrTzAsYiKQ5pIOP4KFARkvCEKJAgxRgF/9fRBQCQKxESUWcIegDpx3hRVWCIQC5vIQC926dRNMM12SESADADhjynuC3oekZuN6kJqNFG7VaBYG8QTJQCYE0pHSHgL2xEcgkxHxtbWCAKPOEI1mWRVtF1YRkyZNypMRZhlBTA+eASNU+YAXsopIstCKnseXawsBUhjjlnPPPfeEKdo6rB0g1En5DIFAWksy/5Bil8C8xG7gu3jhhRcGVwGId/Z75513wjZcL1wcAUfAEXAEHIGsCGDFvYmGHqCPiw7UFqVO2ZZ0e3sCB5LykSwMGnU8VTSeQ26fvUWefU6mr7uSfL/pOvLLAvOk7l4tGyAfOo19VWZ/+Dmp69BR6i69TDRiX3r1serQ9IrBdUQV/tbOUpFe0fpbsC6gM8XID8EJiwkPDiQE0cExf8b8lNH3aABHRpcQRiEhFLCUYI6ptcWLKHYe394QgR9//DG4UxC0DLwZgSOwGcoWo7+VzJzie41VzcSJEwVrHEYX6bwTg4PAni6OQCkIkEUgag0RXeb9xLOC8Fxg/RC3iOA366uRrCsFp2rfF8V/8ODBeSu7Yu3BNY/AjhBSuGcRf4hUl3yTcBkkCwXXHeEeMiuH6G++cbyvILwg3rlXqimjUWhcM/0jmwcDFpZSu5lO48U6Ao6AI1AUAYLD4+pGEOBKFdz5yHqBpWatD6zS37r00ksbpDlPH07WNFFK9YsOhxcmGtT3MaeuBr/M10W+Pn5f+XnR9KCClXojpNUr16mj/LDx2jK9+8oyxx2PyWyMahxysOJyoegd0/AwLDcgZzRnt5xxxsxsFQ33qrg1mJiussoqmerFw/LGG2/UIxYYmaZThl81hMI+++yTJxgYZXIpHwKQC/vtt1+Y6AQT0+F1jamChQqkUSULSh3EiMWgwCTZMqRUcr29bpWJAEoi762kdxfKYtQqwogIIlET+8RcyiDnUJ5QJi2FZ5SUaGtxYirzSmevFd+nzTbbLFgjxFPmMq6CNVX0mxQlGjiL/YZY4F2LuEtfgMH/OQKOgCPQ5hDAIhurNwLXMxiLS/MWDCqrYOGNpRw61FaaQIFBQAbTcAXe8zd3eohZiAaEuD8Euj8D/VCFGEBM9N8ZiIUMx9oTYcAEwpx+M98yrNgJnE6cIazxGEwxa/VwQIX/S9CYf6ux5rgPrgCF/KeVvcjpqOT09VeVb3beVBXw2jQPyc3WSb7ZbUv5cdmuMqf6lNe9/4HoHSYabKDh5cWXXv081RZTdMhWNMpiw32qZA2dM3KPR90hyFVOLnIeOoIWcvMT2A+SgdzkLi2HANYMuKK4OAKOQH0EUBZ5HzH17Nmz/kb9xWi3ERDROWQELj5mFYEVViGrCOLNuFQOApDeEA50ALluuOhhtso3jFSYpBI2QqFyau01cQQcAUfAEag0BLCGw+Xu2GOPDWTCiaoXo/MQW4xsRVh30WcgSxHu7LiDoiMxCMjAGhbd22+/vRCQ2EgI6zMQD4jYVBAPWONBIPDd4njKZNCWmHuUQ3+E5cmTJwfCAvdjBlSGDBmSD3BcadjF65NMNuhItTozzpziR9hvLB7Uz/G77XrK91t0t7U1PZ+x2nLyxTxdZK5Lb5ZZNF5BiGORZOEAyaA3gQZOEI3mVzWYEKAvSiywTFo7Rnhg1iAUyBTAnAfAzUqr5tJ6RR0BRyCCAGQprjtJ7jt8xLEaipIQLD/33HOhQ0EaRQSrCCwfopYQUesItlWyW1MEjppZZBSIDEuYcRJjiGuFxR0dRkaX6CC6OAKOgCPgCDgCxRA4+uijw2AFAYeRs846S9Zdd1056aSTglvfyJEjg+Ub2fMIMowLwWWXXRaIA2JLQTaQVY7+Bn0BG/jASoKyIDOIU4aVL+ntH3roIaFM9CysGojJhqsf8arMGhMrCmIN4eZnmZSKtaMStieTDcOGidqUzsxCkVTLRx+VnIL/3dYbtBmiwWD4uesf5ctD+srcF94gdYcfJnLJpbbp97l2eNTOXQQcK5RsIAr8iy++WM8dgg42D8QyyywTCAV8oSAW6JB7tPffL68vOQKOQO0iAIlKB4CpR48eDRqKu1KciOA3MVSwirC0wIxgFLKK8Ng1DaAtywqy9jBhmYcVno0klaVwL8QRcAQcAUegahFgMCEuSQOnWD+SmYjU3pADCJZzDCiwf/TbQl8BogFZHjd6FRuUCD/0X3TgAVdOyurdu7dtDrHvKNuyCmItgWyu2SAh0XG/MCHYZLVJMtmgUZw11QDoNGyP+q/k+vWVGastK98r2dAWBcLh6z22ki4EjOzZKzlopEbXDykxCRSpVgGtKTwUPCxRq4W33nordMa4gSEUCNLHnNRgbmbamlfLz+0IOAKVjAAjC1h6xWMCUGcU3CSrCN69pFLEN9OkkFUEcSSinRM7xufZEQA/Jxqy4+V7OgKOgCNQ6wgwAPDhhx/mm0kMH7MayK/UBXQkBHeHo0iWkFHSsk1Ev+e4VKBnMeCbJkaApJWXdlylrm9INkybBsqi9hvJdT7s7/Kr/hHDoC0LLhU/rP+BdNKAkXWwTPG0mBrPQO8mUeebFiUbYO0I2BglFkiFiR8rpj6Y9eC3atkhPABaW76Lve2OgCNQTgToUEDgMm244YYNiiZzT5JVBJ0OrCIghhFGMgpZRdgoSoMT+IpWQeBuTQ1+2GGHyRVXXBECVLZKJWropJB2G2+8cSCL0tJrN6W5zV1+tG6PqiUw94cJfa899tgjrKvEewbLLUZ07733Xhk9enTIIEXds2DGPqT3wxycYKzE/IoqWYZBfM4oMKbp+KuTbpZAeklkbvw4+90azx91xRcfnBihJnZZtUlaG7LgSQBm2s6EGwBp2UkdHLUc4JrOP//8FQUL7nXRYOppg6tmeYguFZfvv/8+xH2Kry/0O/ocUDbuEZAOWJJHBdcKvv21Jg3JBg1UEUQDKzUQQL/xJvnmoD5Cpoa2Lt/27iUdB10hdep7E2I0RAHBKgRzGsMzuq2My3RQo8QC0VF5kBjRIVgJ5qSwclgteFTtMgLvRTkCjoAjUCICkAQrrrhimOKH0lEnbk6cjOCdfvPNN9ezilhQAw9HY0XYMmaYmF9GOzbx8/jv8iNAB5Ho4cyjwjX1axFFJNsyCgtZlogXxbKN8mU7uvhezV1+tAYQiaRvRckhJStEIpJ2z0SPbY1llCBcwfALx5TcJAtm7MOo8fDhw4M5eJZ7H3NyMsiAy4gRI0LMlZ3UshpFLOt1bw0s6WcT2A+r4R122MFgqqp5Whuy4AlBNHbsWIEMtFg4RxxxRLh3INEgnIh1UGlkA/dWFuFbihUjMYDIEoE+hXCP76UZGAcMGBBSzmcpi+eA+5w4C6S+JIMW33QCTlK+PSdPP/20nH/++WFboXIJGMm3pZrc2xuSDVg2IEls1Kmnyk9/WUx+XGnpmfu08f9kqfhu07VljosukjpNb6LOPfURAUPDs/6WRv3C1MeIBfyDWSYtC2Y2K6ywQiAUyE4AsUAU7lrP59ooEP0gR8ARcAQqEAE6HGSYYYIkjgujKXEigt8EloJ0/uGHH8IhdEAKWUXQgWot+fzzz2XUqFEhAFY1dZSK4UU6MkY3oxmZ6JTiW8tIb62YwhbDoVzbwYtRcZTNrApnKedu7vKT6oJCHbUkTbpnko5r6XWQlfvvv3+w0omO6mbBjH049hpNAV/IRDzaJvqyr732Wkjth787o+MDBw4MAXkJxpdFWgNL3tGQMWQQqFZJa0MWPEnViNJN/AGuO7L44ouHOeVCNlSzQHRCmpx55pkhdhODtlhBcL2xvsFC6eWXXw5NtDgL/IB0RqZFdD+eKcgBsliQ7p1YUASNpCzeCxAgWKDff//9gcDheHQ7hG98VLBSX3rppYX+AO9IS5UZ3acSlxuSDb+ZcSplUr++ajKTUyC+32/7+uvb+K/p660ic9z3lGjoUNE7sz4aMNiGZ/0tRX9hbsuNzIvYiAUbNWEUC0Lh+OOPD3MeejP5KVqw7+AIOAKOgCNQdQjwjodEZooLHZlPPvmkARmBmSwdGlJmsQ9CdgazhIjPITqaQ7mz+uIHSwfu9NNP19jJpwTFhE5dLUiUaKA95Fd/7LHH8rjXQhtbsg0EZmtOae7ys9Q9fs9kOaal9kkarMqKWSkkEdZciM1RuBgNt0B7WdvbGlgmYZS1vpWyX1obsuBp3wqbV0qbylUPSC/iLEGeDRo0KFggHHDAAXKqDrxDAhx00EHhVGSqwvoBCxdiPCDEaCITxX6aLKBv377Bberggw8OZNq+++4byJg+GtuPlMxMEDWch2/wPRo3kfIQ0mji+k6GJZ4LvuNYHkE62Dc97Fjh/xqSDWkVxuesYweZ4VYN9RDCnWTGSktJx1vVFCZONtTbM/0HNw0mg2a1wJy4C5jdYC4Lg7aP5lyFYGCZgCYujoAj4Ag4Ao4ACGAVwegJ0/rrr98AFKweIKvNMoJUWizjc8z6qFVE165dU8mIplpFcE7qigkuOcrJeEQnjs4XIz6tIYwgXXDBBcEcmtGmvffeW7bYYovgq07Hke8wAklDHAHyqSN8j6k3MmHCBLn++uuDZQOdUYgGUm0i+J8Tw4N86gj51DGDvYr04S6JCHA/Yp4Nplju2MgpO5NijtFUMCcKPNeqX79+oRxSdeNDzn3NNb3zzjtDxx38GaE0y4Kk8m+88cbQsU+qEOSY9bsokwklhIEelILGjC7G7xk7L3XHtJq2QAZut912ISK9bS80J50eg1MIo7CXXHJJMAW39dQTF4cvvvginANFBgKQe5n7tdDznYSZ1WXMmDHhfuZdgrk5VrhmGm77pM0xV0cwK2cZ3/+LL744jOwSbNcEJSwN5+bAkvM2BieOK3QNictD+7iPwZTYFLwLeXdnFd6jmPFjlg/Ou+yyS1BowQEFGWUUFwaeDUzzicHBfcH1RUHedtttC54qDU/qO3jw4DD6zvvaLBmyXuuCJ63AjbSR9zSuDe+88064P/lGIDyb9qxFq861iQsW51gwQMpYukqsdoh7wbcY/CjPcOT6pF0jyHmOQappkDk72aDMy49Lq4lMu5nmMnEw2/LvGcsvIR2vu1/0CVdCJmYREgMGJgrTlyixwOgTLyBu4tU1sOSWW24Zgs3wAcjCLsZO4T8dAUfAEXAEHIE8AsTwYaQwabSQbxKWD3SSohOmzXRSsZiwERRGVuLWEPYbha7YCBfl04FD2cbNgPMy2gPhwGgRin7aSFu+MWVcQDnadNNN5dhjj5Wtttoq+NDy/cXclREpgr4xOvWBuqmgAJKtafvtt8/XlargFkIHnAEDfHAR9kHhwO8cQsKyYuAjfeWVV4a2DxkyJN/xDAf5v4AA5M8xxxwTcEWZsnuPjeSwxy986NCh4Zox2oeihfUOyiq/UazNFx33UqxEGTGkXEYM08pHYeb+3X333UNfjHIgIFASjGiAfHryyScDcYS/PsQR56YPZ9c4y2VMumc47hkNKA5ZBQFAfJdtttkmDDyR/i6LQHxg4o0SRJuNPCDbGIq6mX0TO4Jn8T//+U/oj6L44BJwLRa6CZKGGbuOHDlSDj300EDCbbTRRnLOOecEIiirIoSyPd988wXzc8gRlONll11Ww6ANCaPEvCt4Rv/5z38mBo1sLixpW6k4cUyha4hpfc+ePcMINQos8TFQRLmfLdAiZRQT3rm4MEBEofDzrkHAjfcwyihEAzEVCFQ8bNiwcM/iCoC7F4OZmOInSRqe3B+9NHEAmZIgAHl3b7311qEIU5KTyquFdTxHxFloinCPxwXcGhNLL+uzFT9fa/7OTDbkXntVflru9zyfrVnpSjv3z4stJHX6UdQ3rMjKK9er3mQlEZ7TqLy8/JnwY4Oxhp3iJQuhcOCBB4Y5L4pinbV6hfsPR8ARcAQcAUegCQjQ4aEDyURU8bhAhJtVBJ1YlpkzussyvqMI37SuBawiINNRcMxSwM4D6YAJNUoWpAPWDkTrj45m277lnh999NGh888oIIKCieJFFHXIBqwZUNpQoiBDnnjiCdlxxx3DSKTVBWWBTE+QFSYQFLQXbFEuTOi0EngPJdpGuGybz2ciAKFFoEBGV6Mjh9xzKEvcG2ZRwmg8I8QQQcN1xB6LEkgALB9wM4W8QrAQ5dohaeWjtKGUc90gjiARsA4wCxQCAXJ/cM9jUcGzgtKFbzoKN/24rJJ0z3Asyj59QO59AiYySo3CmFU47txzzw0xXyBfsIhFcOeBNEFhYnQaYgULKIg/CEgUT5TkNEnDjBgsjMpDipjiCXFHHbjHiwkWEFilQCggzE35gjhB8WXAjXdNWt+4ubBsDE60odA1xBrhjTfeCOSlDSRy3/J+4Z5mW1a3Mka+sbQi2wnPCboE8u9//zuQbixzb/J+JSgx5UKkQugw2JlGNqThCflDsGIIVNxpmLDaMoKV87k4AmkIZCYbZPIU+bW7ZldwaYDAr3PPNKvRIaAGZMOpyiAOVSaR9Ca8DOhIMV9ZSYlaCpDVABRf4Qg4Ao6AI1D1CKD0LLfccmFKakySVQTKGqnvIBFsZJqRHRS5ONlgZbIfZqV0uonngOk6Hd9Shc51XJIUFUbqsNyg04wiiVA3TLnZH5KFtkMWYHrMqDqm85jTxiXtW5404kfQSJfiCMQxReHkmljkeyuBEVyIBEZ3Ua7NwoDBGxMUahRszMutXJvbPpjvI9wDEE24t2IpAbGAQGCwjZFhE6wmuF+iAeJsW7F5/PzsT9sY5cYVATcQFMpSR1QhEehfomgSrA4SBcLE/MvBB4sGLCcYWYcowdoWbItJvM64FNF2RrxNKB/l1p4pWx+fWxYH2ozlEG1GkaXdkIAQkzxrvEeSnt9oefF6sa2pWDYWp7Tz8n7Djx9S14gG6kkwRa4F1wCyAdecrAI5Btlw+eWXB70CyxXef9QBgTTF+oEyiSvAvYV89NFHYZ72LwlP3n+4skRJCiM4kt5zaWX7+raJwCxZm12noxe5ju2z7t6m9sunAVUTybicoh85LBlg22HreTnwgCY9zPFj/bcj4Ag4Ao6AI1DJCOAHj+k2I864HTBSh/IHcYDVA98+/O8hEPgWFhI65Eykz8NMeKmllgqjaazLKmTiYITXJqwTkgRTdQTTeCwOmTCHR8FhG0SDCcQH5aGc4VaSVbwTnhWp4vsZyRNXPC1GiV3PpJK4dlkFc33uBVwXyKxggiKMpYPdK8y5t6kXo/nlEEb591HCBOUbVxyIFEbYSxXcGlA6cdmB8MMlCusDE54J3B0wscfaJkrM2D5Z5pjjI5j1R4X7vti9jzURMRkgF7AMoj4ICjKR+Rk1x7rB4gJEy8+yXA4sG4NT2nmJUwPBGb9/cRvDEgopdA8ntRkyCjIMdx9IH663WWmxP9YMvHOJ9QbhhGVDY4S6Y8XCuzUqdo1tHt3my45AFIHMZEM4SF8glSCvfzRZBt/9uGx05lXyz/uezFfpwXFvyeonXSxj3mwYoIOd6LCw7ZTbHpG1Tr40P+KSL6CpCwkdogW1w8IHyqX1EOCDxggFZn7M04SOJh1PGHZMZk3u1uCoXdU8ePTo0baqKuYw3qQwsomRGROeBTo1mIWasA5zPjOHtPU+n4lA2v2RBTcUL0YV6PAZ5qTEs2vDnBEmF0eglhBAYUeRwcUANwkCrmURnikmRjcxS8bcGlP5LPKvf/0rEB6QHkx0wJPE/F4xKY4LJAlWDCaYhTOCzegvo95J1hO2b3TunfAoGk1bxpQfeeqpp+oVxGgrgqtEUwVCAdcF+mzx+4b7BbKJfeKCa0U5BNcD3HZQHmkXfQ4i0ZcqxJ3AYgdf/SuuuKJeLBSsM4iO/+CDDwaTe1xNsprux+th7g+luHpQBi4xmP7jimLXjXaiPPOMQV5SNm4xjZWmYtlYnNLOC6ECsUBfwNIjWtsaew9DomGxwvuK60xflWtvgpsPhBWkGfdzY0klu864UWAd5NJ4BIgnQ18PUop7oq1IaWRDhaDy3Ywf5a3JU+U/kz6V6HjHh1O/lEnTvpb/fp48evKrdl4mffG13PjMOPno86+KMq8V0lyvRhMR4OXOyBoplQqNElhQKcz76Oia0JHg41CuDoWVW2gePX+h/QptY+TlwgsvDEQJJqLRkQ0+9ljaREkVOtCYP9P+rJ3pQudvrm3lwKYxdUu7P7LgxsgAHTLuQzoxCB0tfJAheLhOBC9zcQRqFQFGa4tJVOmhI8ZIHBPuF1FT7ULlkLMcBcqmqNl79DjIA0Z1ITEgEk14nrGqwLoCITRKf3YAAEAASURBVCYApAU+7Zgk8xzzvBYTiAae9bjvOh1377AXQ6/hdhv9tdgLtgffOQQFtSnCdWc0HWUXwsrcJ1CKCd5n7gz4qEe/QQQ0xBe/HIJFAm5JKCKM7nNOMkYQWLAUgRhhMAErHL7xUQsN3E0gGgi6aHFDcAeJtinruYg7hkCcR4V7vlAfAksLhOcu2ieDHIFUoj4WSNbKpc9SqEzbz+ZNxbKxOKWdl/6D3UNJ9zBuG7bd2pBlzrXlvYkVCO/K6OAmMU14B3E/IeCKlHqtCTrJvcK1ipJ99m4r5bqECiT8Iwgprku1LhCWvP+J3VPM0q8ULEq9pqWUXY59q5JsWGfJP8lu3esHYgSMAzdaS146/VDZe4Nkn6dZ1Q9zj/VWkSUXmldmnaUyrDTKcRG9jMII0ElhNKqY4DuXtB+jzpANUfO0YmU1ZTsvbgL/mFLalLI4lsBQmDoz0lFIYMnxG8Q0NG7qV+i4ltxWbmxKqXva/ZEFN3wmUWAQM+mlQ4iJKOayLRmBv5Q2+76OQLkQwEohKigTNvKPz3KPHj0C+UZgPhR9FCwIYkbmsJBIiuYdLa/UZTroh2m6at6znJsRbZRMnnPMhTE9xjSZ55b1dLYJrkZdUDghZk3oQCJGULBMKjs6gGS2QInC5JzOND7PKLKN8fOn3LYicUyxuCPeBfeRRd8HCxRn7g2ULQRlHYniayPJmIKbxMsnHSFEEu4TkA4I1++iiy4KywSAhPTi/uSbiqUa2SiIK3LeeeeFfUr5Fz8/x3IvUg+E+42+Cxk1in27wwGxf2R54flCAY3GCDBlFOsJRsKxHsDXHxKMGCZ2X+N+gaAEmsTrTHwVXA1QQMEflxIskSDoGG3HIihqIWTlkHWNbx7lWWBEBoVQjvk+0nZIFsgM8Gc9JKIpt1aOzeP1Yn1TscyCk2HEYIJJofPyHuGa0CaLkcG9STBUBoQaM9IN/mb9Eu+jWr8C1xSsHAiaikCgEQsDSWpDEp72fPFsjNH4J9wnuJchxFN5RDMWNkUgfSGaeM4ovxwERlPq01zH8l2AIGqslUlSvVqzX5xUn6R1VUk20JB2ShwkyaLzdElaXW/dLPqwM7m0HQRMwSvWYns5x/eLfqzj28r9m48/0aObk6mks8tHz0ZvrA10auwja+sqad4S2BRqb9r9kQU3I3BsXug8vs0RqDUEjGxAySeFJIoa5qSYpePLTAcTFyOyPcTfS82FBQQDnWdG/MiEQcrFbt26hdFgRlIhIZjbM4vixPsRRQoSBEslCAgC2iF04G2UG1N13rEofQTkI8gm73RGtSAdmvP93lx4tUS5EDZ9+vQJI/ucD7NwzLcRFBJSXRIfhJF7FH0UJ0aKUdSImG9KD8oR21DALN4DZTGqHi+fCP5msk+QPuJqoRBj3o77IQoC6S8Jusgy5+C6Qobh9mBm8KGSGf6l3TNGbvAMcF+CBebxdv9lKDq/C6QW1gtxBZR1EDeQCDyDECjETeAcPA/c21jwGEEDVtznccy4JhyLVQOKEzEXmJNBgjkEO2VGY59Y5SDZwQ0ygaCJBJRkGUsMLDpwbSIWB+8MCEEwYP+o5ZOV1VxYFsMJBRu3W4Q2W1aGQtcQIpN3BFZeZL3BshECjXg2dry1q5Q51hS4/0KQRoUycVMBPybet13VJZj7mHcSbsXxNqThybuR2CRcI6zMqDfXkXuAAPjliEMHyYEVGeUzQMZ71Z79aLtaehlSjndNGtnVmPqk9SUbU1Zr94uz1Lldlp2aY5/7Xpkgd788Qb76YbosPt9cssVKS0uv5ZcIp5r+088ybIwGbHr/f8Ly8ossIPv3XEMWmuu3rA8pFXpbXStue/4/ssg8c8qe66+a32vsW/+V68e+GtwrVlx0IZn27Q+hE5DfwRcqHgGi5xLghs4Dpq+85AjkxMuImAx06oiMTMcVs0HYZUY7bJTAGsh6Xhx8HOhg0vmg81JIYJ2vv/76MDqA3zEfE0wnYfB5+RLlFxN4GGY+jIyKMULAxAsFy4hohGH8luk0wdwTEIiODcw97eKlwTJCZwPztTPOOCP85uPGRIeX8uhMkTu7McKHgU5TlETBRI5OBW2FBTeCJg37rOflY8FoEO3Dd5vIyVwnRjT23HPPfDEw/VwvRkWoC50P0mpRT6QQNvlCEhbosKAA8KHgPuF6owhwXelc0fmnQ4byUOjaJBQdVqXhxvrBgweH0TJGcblnEerg4gi0NQQIRoeLFiO15exoNQVHnku+K+S8RyHFtYLOM8Iy9Y0KCmjSSC2d/bjQOWUEHIWLkVoEZQnyArGYEeGH/8sjwDeJ70+SQOryncdCAVKAfaNB6/gm2gisHc/3lW9OVJLKx8y9mKAgMgLPNeQ9TmDExrzPuV+S7hmsYFDOGW3mXmmqNQ9YxUfLuR9xC0Gxiw4sQN7Yb/pIcUmL5cR3GmtI6oyFEn0SRvrpDxUSCCMmrCn5NkNQGJaMcD/55JOhb0e5uBfwrCZJc2GZBSdT1KP1KnYNiUuBwg5mkKxkqAO3pgj3ZVJMMVxn6b9Bbtr7Brz5jdsGAuEUl6R7k/4gZB7WDDwDPHcWK8LKjpdT6m++C9QNgQzDAgRrkK5KkOAWxzs1mg2j1PIbuz9WaTxLw5UIySKN6UdSLm2G+OO7w3eINtMvRXhGsOLi/uJ7BTa8A0kVC0GExHWGsLJC/rUK2fDCe5PkqOvvl2cGHiSdO3aQPS69WSZ+8lkgG7747gfpfd51Mu8cneW0nTeVb6fPkIOG3SUjnnxZrj+kr6z1l8USobvthTfkooeekfEffyZHbPG7794tz70uA258SC7fbwdZf5nF5ZKHn5V3pnwus7VvlaYn1t1XFkcAUgDXAvycYGV33XXXQDagmMOA0vngZQDDyjoUO0Yb4mQDI2d8fHlRYvrHR5fOI4RAkkBKoDBiMmbMMy9cysFME/KDslCIeeAhGPj48mLmpcnLgfryweTjhVB3FGCYZV78fCj46EBeYFKPiagp4/ZB4KPGxxfigY8UHwgUeHwebZ+k+hdaR72NbOAlB3NNe3mpRUfd0rAvVLZt4yUNYYC/MxhxjWDgqTdkCx0M2HhMpnv27BnM6HiR0hHiw4KpKteI+AZp2Ni50uZ0CDGFZrSG+8JMcDk3ZA4dR3uhF7o2SeWn4cb1hJ0nzRUdW0x7rbNmHaqk8nydI1CrCEC+8Q40ErOS2gkR2hh/6WJtSFIWy9UxL3buWt6OlQFWJ60hvL/p4JcqWfyzzQrACHY7BwopAw2FBKIAi8ioGMkVXWfLRiyk/bb1WefROhcjGqJlknEmTejDlWo1YmWVC8tScUo7r9WLOe9ALKjiAkmD20sxoa9GXyUqSe8atkPSRIkaFPqmkL2QYJZ9JI0k4V1fDjHiAUuQM888M1ifgds+SowxaNTYe6McdStURqn9SMoiJhzWNAxgMiiHvsG9ALmAezfEA/1zBIsndB6sj+hnovfEdYawYwX9axWNGwIANwZiKHRSpf/YrTeQ55WAQE6749+BMCD2grlEXLjXNrLTBaPksGvvlSf+70Dp0G7WBhDutGY3mavzbLLbJTflt0379ns54abRstmKS8qmOiGHbrqOXPboczry3TAXd/5AX6goBHigULTxpUSYWzAoXpp8rKK+mCiQaS9eRqbMzBL2HgUWEzYeZhvRijYehRdygoffhFFyPgowrrwAjjjiiLAJ8gGTS0ZWULARXooEYoQJRrHnJTxGzYUxEeQDQP5vmFqUcQQfTepBhwblG4HlhNzgZYR5MYo3CiwkBmZx+Lg1RqJkAyMJ1JPRfggUk0LY2z6F5rSPOtI5A0esFvhAkbMZwgTCB7IBTGFp+agYAQKLTPBE8+lMwqbQuaPbGE2ArCJDB+1jtAvBfNYylBS7NtHybDkNNwgpLDr4ADAaxwTrbISVHe9zR6CtIAC5yLuR9wDEH6NudK4aa53VVnCrxHbiioB1nktxBPimMiDAPY+SxjcxGqy5eAkzLWKKkSsogX5NiqMJTpWKJcp1sbrRQgZnKvFaEziXfhT9Hu55rC0YVMsixA2JDnLFjzHigX4isScgXNAD6OtjsVwp0ph+JHXHSps+v7k90ednIJJ4G+gnWBxjxc13FL2jf//+IdYKVs7oA1GdoVKwiNajVciG1f+8iFoqvCIbn3m1nN53U9l8xaWk26ILhhvtzpfGy4Jd5sgTDVSWgJCdO7SX9z/7Qiao5cJKf1oo2ob8cpyEuOPFN+UbtYxYb+mZ5svsOJuWs9wfF9BMFlPyx/lCZSNgppI8dJiE4SbBCHljBF9IEz7+EBMQAbwQ11lnHdtUb57ki2YdZHwNTWAXESwbTBg9R1DaaQcvYM6Fws3oPYo41g0WLMiOi45+Q2DwMo1GVccFBDPfaBAsOzbrnLabYm/HxNtaDuzN8gKixJhwOlwIpA0fGPw2sQKI1gf/RvYHHz4w5ooSxcbqnWXOyxmyAZNayAY+bgTWseue9doknSuOG2QKrHvU5M8IjsbWP+m8vs4RqBYEGCHEsgETUzpOWHLxLPD87bDDDsHyx94L1dKmtlpPrh0jbi7ZEUAJQUkkewb4uTgCtY7AkUceWVITs1pcYH2L4M7MNwRrMQaquqq7RTmEWCwM5pngKo1ACJiFMr+xNMYqLiqN6UdiCYtVNINS5rpHn58+PudDP8BixqyH+F6ynthHJpXer5zFKtqS8+1XX176rbOifDTtK9l76K3S7+Ib5Qdl9D775jshrWU8eGO7WWeR1brO9Nt+99PPM1d14idTw77EhIiK3psi7jYdhaSil3mIiOaNuwSKIpYMFkm3qRXHSgDBHL6pYuZz0XLMfM1YWbZhYkgwJXyYeVEZIRE9LvrigCWmo04nxSZcKfAxxuSqsQKeUeU+qZzmwj5qSg3hwMs2+hKnLnx4sGZAiG1hEsXG1mWZY90A4UEUbkga8k4bi2zHZ7k2tm/anPZgaYPlSFSs3jaPbvNlR6DWEeAdZiNX5qoF2YdVF/FYiOVAZwp/YWLHoJy5VCYCZBngWvrkGPg94PdAOe4B3JCz9I2MkMAiFjdprOUYOCsX0cAbFwtcCHGbLEOL/WbOgGe0Xx99U5faj7T+Le7S1sfH1Zg+PttMt7A+crT/bOfNgp3t2xrzViEbcGG4cK9tQxyFhdSK4fHx78v+Vymro24QpKT85Mtv5KPPv6qHhwWHnP8P2QOp/PSbac3z78500ahXoP+oGgRg+Bj9wnQTtwYsAjAjwgS+qWKuE4X8Bpt6jujxtIXghMRyoP60A7O+uERfHLC2tBnSIS64VjRWsMoo1u7mxN7qjVk1HxAsTLAAiYr55BFR2SSKja3LMucFfdBBB+WDGuFGQzwKk6zXxvZPm5NCDMGNguCTLo6AIyDBPYxOaVxYZyNVBE6DBMTMHOsxAiziQmfb48f6b0fAEXAEHIHaRsAG7RiYI34JVgy4w0JMm7VsORHAenrq1Kn5yQKBEnvL1jOoRN81Lo3pR1ocH7KwxIUgnElBieP7NbZfHC+nuX63Ctkw4KYH5dOvvpUd1lhexpx0gKyw6ALyzNsfBqsG3CmQZ9/5sF6bX/vwkxDfodtivysd9XZI+EEWC+TxCfUVMsiO3K8NOz0JRTR51S1q9k9qIExjCBKYxoQ1+UQ1XAAKNeZLsIUwiphvMiJmAZOM6UQhR+i88sCzTzEhoBLxBIop3cXKYXtSRzp+HMEJIRrwVbbgTbhERI/lpUH9rYNtgcvw94/uhwmZpVmLnyfLbwLLWIaEtP2LYZ92XCnrIVusjaQwiwosL2Zptj2OTXTfLMvkN+Z8sOEE34kGf8pybbKcA5ada8vILDEpTOx6Zrkv7RifOwKVjAD3MlZJfNsgQ3leeaeSnYdgVliikTWIuDhZTcftG8mcbyf+qATXi8aSqWRMvG6OgCPgCDgCTUPACAb6U/TXcKXFopd4DcX6rU07c9OObkw/EncJrJyJw4FFgwnfV4KbExCykDS1X1yo7HJta5WYDb+qon/14y/KCdv1lLlnn01W77qI/KwEQJfZOsmpfTaR7f91nVylqS+3XW25QDBg5fD25M/luG02DNYPNH6ykhXIVHW9MPnmh5mjiJOmzVQ6d113JTn/gbGCZcOg2x+VvTQd5gvv/U9e+uDjcMiljzwrfdbqJgvMWd/nxspr6vxXVXr3UvZtuo7ORAW/HBRnJgLMRZf5TcATm7Mc9wePltVWlvHph13E9N+i+psLBKNfKHUoklgKkI8Zv2AUc0avo8GYCNZkQmYLGFL8s8wsiU4zAmtpYiRG9IFnBA6JxkywIJXElTCBBUWoD2LKLab8BD/EXIvYAQg+WxAfmBJTd0gVXrgEDMICg+wTtHWnnXYKuaip99ixY8Oxpf6D4CArBOcaM2ZM/vBoWy3icCHs8wcWWIANRqJYmQUDPqwIwTZpJ+l8dt5552A2xj5cr0GDBuUZ5Dg2WLyU4ufNs0b5kFZxF4os1ybp/qD+cdz4OPJRJCgkgS6Jnk7KKASSDOzJU+3iCLQkAijwkAM8/6T6i09sY2K9LSfNbXucKI22hXcX7y06UczNBDS6T9IyHScmSEHe51g4ENvGYp4kHePrHAFHwBFwBKobASOaGawhLSqWzOZKWy0ty9KPxKrY+pK4cKPvHXbYYSHjBv3go446KugK9PkJgonLCGLu3mSzM6tf1je1X0wZzS2tQjaoHhXIhLc0pkKXzp1kihIH5+62lXZGNFiUBoO89qCd5cjr7pOtzhku6y/dVR56/W05RjNWHLnFTP/6ax5/SS546OmAze0v/CeQFAvNNYcMfXRmFP0Hx70lp2pWi5N7byQ3H7arHHj1nXLpI8+F7Rsu21WWXHBeDRTZLsSGIBtGcwmxJ35QxfDLK64IyisKLDcL8+gyPjkojaxDYWVUOyp01Ix8sDkkBBNKjE3R38YKRsup5mUw4aGDaMCPicAzuCMgZCuAEWRCeYeUQFHFNIm0hijuxEfo169f6LRCTLCNDjOuDGxDyEpABFiEUTlIIR5iFGGEOBFYEkB4WIDKgQMHBsV43LhxIU0j++F/DP5ca3K42zoIDYJS0gaIDrIxYAZGXl3aQ1mQI7SL+cEHHxzW0z6C1fTp0ydk0iCbBswupEr0hRNOlPEfSgLkCRgw4s6Ljxcc7UBwL8Afjo5+IeyLnY6XIq4LCEF2UMIJbmNmaRAZfEyItgu+KOdE4MXqgtFRRkSjGRySsClWh/h2MCclp73AbTvWJoWuDfhfoc8yYvcHhEUSbkRK5lnm2tIWSA7KxxWIQKJOIBrqPk9CgE4X5pM8p0ws86wWm9i30D7WmUs6JxZiRgzwzYkSBZiLEt/F1ts8vr+tZx6/x3kXF0oZyPl5FxFUlY7XnnvuGc5HhHMXR8ARcAQcgdpFACWdvi4EA30mGwCslBZDgGchzIv1I+lDogfYgBv9SnQM+v+4S9CvZ4CN8x1wwAEhID4WDvTJLbUt/WR0EeZIOfrFzY1znSpi9f0JSGeEEhdbrS2Xr/bvLTPU2qCpMv2nn4PFwmSNzdBe01jOO0fnBkX+ouC+NXmqfDv9R8EdYvaOHRrsU8oKztW5Y3uZU60nCERZSuyHLOdZ4JAzRW6+WXTY9Pfdf1OGw/rf1xZc4nIwCs6IOMpqoTnKDFN0xNgKp7Nn5AMsYdpEJ9K2sRzvIFp5rTnnQaMTitJL6hdG3JMeepRnAgDykNI5Nz+oaN3Bl4ecNhsDGd3eUsuMhEfPH//NdaeN1NOEutNhp31gwLyQnH322WF0HfMzgq/FhXMwehitR3yfrNjHj2vsb64xpnKMppLVI8kfLwmbUs9HGTwfSRK/FvHfScekrSN+A7EoCBbJPck1S7ovIafINnIz7xCXikeA9xHXkwl3mSgpYMs2Zx9bjs6T1rMOsqAQKQA4uBah6KdNPDdp22x9fB8LQtVc4PM9g3SLCyQD7zYsjiACSQscFciGwYMH50eCotvKtQy5i7UZrh7mlleusmutHLIGQahbeudaa5+3xxFwBKoHAWI4YKkatVquhNrH+43x32l15PvPgCquFehxWaUc/eKs5yq0H/0KBm6xSoxK8w3rR88SWzZrAgv6GNscfs6qihYpKssl0XOVm2goVx0pB2XElP9o2rxC56Dja8QDc2666G+WITBIuYjZuk1J0b7pxDKiD/HAPLps6xjtjk4oq/Y7STksVPcs21C6UYqRQiNj0cwKSQodx4Nv165dWWxViSv48d9JijB1L9T+tAbh75wkSeeI75eGPVY4xDwoJozw77rrrsV2y2+Hze7WrVv+d9KC1bspdbAyksqPX4v476Rj0tZx35o7StqzQRBJSB2XpiHAe5AUUbzXbG7LKPE2sc6WmZf6m2M4VyHhueEdxDW3id8o+rae93x0my0zt32i66IkAeVXm0Q7TjznEItYjqG0MkKD1V5rCZZOWKsNV5enYsK1J+4Obm7nn39+cP2C0MWKDf9iSBUsmojTRJvpdG2xxRb5YvHpxQqP9zLvBka5Nt988xCXCDKd9zx1IQYGgcrAifcVlmaQMsTqgRQhExHWYliAQeJgDQKpiTseE6TJ4Ycfnk8ZTAWK1S1fSV9wBBwBR8ARaDQC8X5j/HdawXznLUZZ2j5J6wv1aZP2b+l1mcmGHJ0b7xAnXx/DRT/urSF0KojWH43Yn6UedMghHiAijICgA8TEuugycQhsHZYUjDzT8YkLnUgeKsgH5nS2bOIhsmWbsy7aobblaGe7Eq0t4u2uxN8QR1wD3EdWX3116dmzZ3DLKEddub7EJCgm0TzAxfYtdXsl1KHUOkf3ZzQVpQEWm+eAe76ahfcBlhy8V5ggUZhsOWkeXWfEQHSeZZky2K8YAQC2KHKM4IM1zwdzm6K/cZWK/k7aP77O3l3Mm9tKoBrvEzDh+wCxRuyZ/v37ByW82ogTyAPcqBCs6SDzsZYjkjgWKZjRQgRstdVWwQUMUhZiAlcx0nxiGovrJPcJ8YQgOiAbsETjvqM8yAbcrViHyxzucpANQ4YMCa5+fIMJmAm5AGFD2jgIBqzBwJh6QIjgfoeLHBgT7LdQ3arxnvI6OwKOgCPgCFQ+Atm14zn/IHXfexq3pEta9/30matVAasmofNHR4WpVKHDCOFApwfzIOY22W/mFlwM0yCCKtLJsnXMWY+yUEjoPNHxT5qsw2/baFPWCRIjy8T5q1EY6WJqDgE3zJ5bUyqhDk1pPyOaTFmFZw4lIm1C0Ue5Z25T1t/sR7m2f9LvKDHA9vhv1pUiuI7Y88czG32GWY6ugzQrtD26ry3b3I6zdwWEg0vrIMBIPb6nlRxNvBgymOxigfD4448HqwVIE4L8rrbaaiGuDqSuBZ8lBhAxaE466aRANkAuovjzTeH+HDhwYD7IL4MGZEWCbDDBUiI6YoWfLhZd+PhCehxxxBFhV7691113XYiJY+4N++yzj4wYMSK4cWH1R0anQnWzc/rcEXAEHAFHwBEoJwLZyQY1PW/36bRynrtmypr1s5mZBnSYoWbaVKwhdJjMdaLYvsW2o0SZLzMmyrZs86ipMyOYaROdNBSgYhNmqaUIbcUc3iaUJFuOz9mWNtGZjG7jd5aJjml84rj4OvtNfeMT2+Lr+I3iZROY2HLavNg+tp05I91m/ZK0XGhb2vEcw/XjnolOWddxTNq+rGd03ObR5aR10e3R5bR900iCrOupe2OFa233Kgp+dJl70tYxj/5GQceVKkoKsIyixBRdH/9t+6XNqZNL20IAX/9KEDL5MOpvgjsCgkIevS/POOOMYHVk+9ncCHqC3bI/FlyQ51gX8LzgQoHwLsD3ln34LpE9Z+jQoSEbDa4W2267bckms3x3ESKam2AFgWDZYEJOegSrC1wgi9WN59fFEXAEHAFHwBEoNwKZyYa6tdaW9o8+UO7z10R57d+bJLkuc0pdBcQCqEZA6YiZW0VL1B/F0EZlGY21yUaG7bfNbZS42DxNabSAb/Ht1MOmqIJq66JzttvUFKWzJfCt1nNAyETJH/ttcyN4ovO05fgxKPco7lGyqdRlyuB8SccZeWBzFHxbtuOq9bp4vR2BciNA1iIsFEwgsBHWGdnAfKBaHiSJ7cNzboLVHkKmHTLUJAkubWPGjJHhGhti++23D+4kWCTgRtUUSSIKeE8gfHey1K0p5/djHQFHwBFwBByBNAQykw3qXCntrrxS6r7+VnJzNu3DmFaZal3f8Q3NELCFBstz89yquIQobHTumtrBa83GGvGQNE8bvWe9TRxnpIVZHSTNaWPSeluXtt0sI9ietMy6tG2F1tPJZ6KTb8vReXx9/HfSvlGFIVTK/zkCjkBNI4A7B5MJ2S5OOOEEmTx5ciDpbH0pc8hEhNgNccE6D8sH4jSQ2oyAkVhRjB49OrijQUA0p2SpW6kxn5qzvl62I+AIOAK1ggDxuXBpJu0l8YraojQkG9IUZqIpa9yG2Z4ZJ99v3r0tYpXY5lnVtaT9xA9E/nlRw+0EUFTFyMURKDcCKMiuJJcbVS/PEXAEHIHGIYC7BAQ2mSaOO+644CpBSZC6e+21V8iLTpBHgj5i4UCwxo033jjEfiBAM9lJIMIRS5MGqRslhsPGhH/sV0iy1M3JhkII+jZHwBFwBBqHAMF5cWdjHhXe2zbwFl1fi8sNNWEz51MWvp5owK66Aw6Uzo+/LPLjT/U2teUfnUc/I9J1cdHQ0w1h0OCH2vtouN7XOAKOgCPgCDgCjkBVIkAKSeS9997L1x93JUavIAd69OgRXDAI5LjBBhuErBFrrrlm2AbhgEAurL322rLCCiuEOA+ss1Gv/fffX+67775g9UAWKDJKMDoGcUGgZYSgkCYWVJKsUSakwEY4Pkvd7DifOwKOgCPgCJQPAVIQQzZY4GBK5l0O2cz3oi1IQ8uGhRee2e5Jk0SWW64+BsrW1116qcyuCvZ322xYf1sb/NVu0hTp9OzrUkdu7iQLBj78GqHaxRFwBBwBR8ARcAQqFwFGmHCzKiR0EMmm8dhjj4Xd/vrXvwaLBebIwIEDZcqUKcFVYtCgQWHUilSX5rLBSNZFF10U0l0StBHiANNaO+++++4bLCOwjiCuBPEf6KTiBvHuu+/KeeedF9Ji2rmI1TBu3LgQdJJ1BOAkVgNkyFVXXcWqsA4ruGJ1Czv7P0fAEXAEHIGyI0BGoKjwruY7UswqLXpMNS/XaUPr29+RvozReBRo/ag2kPPPl9yxx8gXx+0jPy+6YIPNbWbFz7/IPOeOlFkXWVzqnhrbMF6D+mhqugbRfFSiNpNtBhZvqCPgCDgCjoAjUC4ELrzwQiGmAqP71SIEBX7nnXdCJgqCH5sQmBiCgLZgbRBNa2n7MP/www9lscUWC2QF8R4s5kJ0n8Yup9Uta3kL64AUHWVLsZn1ON/PEXAEHIFyI3DaaaeFwL4TJkwod9GhPIhbMgeRYYh3OSmHibmDxRhksFkmLLDAAsFS4YYbbgjHrbXWWgJ5jFA3gg9DOEA+8/4kLTKCix0pjsl8hBxyyCEhdbmRxWFlFf0jLtGlapQATlFpSONrFHNZbz2RBx+M7vf7spoJyrrdpcvVd0rd99N/X9/Glv5wy8My69Sv1KphREOiASweeYS8VyI9e7YxZLy5joAj4Ag4Ao5A20WA2A2rrLJK6JxGUbCsEaTOTCMa2J9OqfnylpNooOy0urHNxRFwBBwBR2AmAsRYWHfddQPxC0FAAOEtt9xShg0bFtIJn3zyyaoqPxgsy0hFTArkG2+8UZZffvm8sj1q1Cjp27evnH766cFKjZLJRGTpiiEktttuu3BCiOArNREDQYSJ41NL0pBsoHU77ihy112i4ZMbtlXNDOvUxG+WWTvIXENvbZPxGzo/+LR0euoVqbv2WpGllmqIEWtGjpxJ2izYhq0/kpHxtY6AI+AIOAKOgCPgCDgCjoAj4AhUJAJkDOqpA8bEWujevXveGuGkk04K9cWaAWIAYhhXueOPP17V5x2D1Ze5xu22224hKHC0gcTqwUqC4yif3whE8AMPPBDi9RDTp5akYcwGWrfnnqJ5oESd/kSOPLJhe1WBrnvkUWm3/noy98U3yZcH9ZFc504N96vBNZ3ve1Lm0EkuuWQmKZPUxg8+ELnzTtG7MGmrr3MEHAFHwBFwBBwBR8ARcAQcAUfAEWghBIi7ExcjBqLrSVV8xx13hOC9uFAguEyQ2Yf9zSUOsuCggw6Syy67LMTrwX0uLh3xGEgQs16Lbtpkk02iP2tmeZbElmjgIjn0UFEahxxMibsQPJJYBe2+/0nmOWeEECyxlqVu+gyZc9idMvsDGp9BzVzUsSa9uerHI127iuyyS/o+vsURcAQcAUfAEXAEHAFHwBFwBBwBR6DZEfjzn/8c0sZb+nisE5LkrbfeCquJy/Diiy+G6ZVXXgmxeNhmLnHshIsE5ZGy2LIFJZUZX5dENsT3qZXfyZYNtE7NQWSExiM49liRyy9Pbi+Ew8uvyCw77yxzDxku32+2rnynk3Ron7x/la7tMO4t+cMtj8gs+lc3erRoFJD0lhCrgaCQyohp0uz0/XyLI+AIOAKOgCPgCDgCRRAgjjdp0mbTFOSkxIwLmSYefvhhIfUlI2P4/dL5dXEEHAFHwBH4HQHSERMbwWTOOee0xXpzi5Xzwgsv1FvPD4L2Yvmw4G9u8ueee26weICE2G+//eSJJ57IZxhqcHBkRVsiG5ItGwADfxHyQWtaJrlVYzOkCS4VY8ZI3Tn/lM5jXpb5Bl4unR96Wuq+/v1iph1a0es120THl8fL3JpxgtgUs266udSNn1CYaNDgIRpaVDQ5tsgOO1R087xyjoAj4Ag4Ao6AI1CZCEQThWH6+/rrr4eI6HEzYNJh3n333SFQGVHS8SEeP358ZTbKa+UIOAKOQCsisNNOO4XgjWRLYOrdu3dibXCXIIYCaYixaDDh/UsGCTIGIaQoHj58uDzzzDMh0OPYsWOFDErFBKIBt4yff/653q4//vijzCArZI1J4aF3lGbcBUjfQY5QTeWRKOq/IkccIXWaKrNuyBCZ/corZPa7H5efl1hUflp8Yfl5gXk0poP6rLBfpYqOHNTN+Elm+eJraT/pU+nw1n9FZvwodVttJXLDbSJrrlm45t99R4hREU37EdwsCu/tWx0BR8ARcAQcAUfAEWiAwKOPPhpGxwYNGhS2YaXw9ttvh9GyuH/xxTootOmmm4aAY/gNDxgwIIyyNSjUVzgCjoAj4AhkQoDUxIdp9sUzzzxTevToIUcddZRgBXHbbbeFYJFrqk741VdfBeIBawkCOl6isfxGq/X7iSeeGCzRyFCB4F6BGEHBMhmJIJSvvvpqad++vayzzjqab2ApWXrppYPlBO/7Ll26sGtNSGGygSZqflHN1yGa70M0TGY64cC+888vcs45UqdROUmd2V73b/fC8yIvP6NofyN1CYE5OKxSJNe5s8hCaqmxyqoiB2qKT9KRaP7TosKNxL4ffCDy1FOid0jRQ3wHR8ARcAQcAUfAEahMBBj12koHG/r169eiFfyv9reIYE4+9qjMNddc0Z9hmSBlH2i/o91vLpuQEozIuTgCjoAj4Ag0DQHc06ZMmRKsxSB+sUbgvUzmiXfffVewkmBuBDD7Qkh8+umngpXZFeoZwPsZMgK5S7M8QgafffbZIR0mFmkHH3yw5mE4Usf095WffvopWDUwj1q2Na0VlXF0cbKBj5iakQTXAGIVkGGhT5/CtVe/QrVNCVNd4T0ramuj6vreezOzUujNJcRrSEuFWVEt9co4Ao6AI+AIOAKOQBoCN910kyyyyCKZyIaXXnopjHhhdgtBcbnGuZo4cWLoQO5Jdq+IYHZ7ncZ1mjBhQsjfTqfUCA06rr169Qqd1Ts1o9XHH38cOqPdunULsRquv/569WpVt04lFfATxnQXs14sIfAVnm+++UL+dxtBg4QgHRvtYNTtjTfeCIHNcL1wcQQcAUfAEUhHAIuDqzQr4/nnnx8CQ0LkkrISYdmyVFgJq6++eiAn7LfNDyXhQkwglDfbbLNAVFiaS6wp+AYgFjMidljV/ixONtA0yANSOR5++EzS4cADgwWDUjhV2/CyVBziRU1rRKObytNPz8xAUZaCvRBHwBFwBBwBR8ARqHQE3nzzzZBXHcUf09gbbrhBVl111eDn+/jjj8uyyy6rXpgz3TBxczhCXU6HDh2qsbePlUsvvVSTVu0SiIqbb745+Agz0vWPf/wjHINvMJ1OUquNGjUq+PfaiNe2224byArMeun4chwp1qjDSiutFKKiE0wSogFhRG52dfN87LHHKh1Sr58j4Ag4AhWDACTyKqusUvb6QA7HpdZIBmtf9iAKWDgoMy76QQzEw5JLisCOa0TONiXqY4OLiKy9tsj++8+MZ+FEQ5u6BbyxjoAj4Ag4Ai2DAAo07gKVKssvv7yMHDkyVG9uTRuO5cK1114bfH2xOngK10oVRqzw+91jjz2CxcPiiy8ezGk33HDDEISMIGNEN4coQEjRRg73FVZYQRODjZDVVlstrLd/+PZi8YBAKEBocCwdWNK1IZjtmozRQN6QIOuvv76tatSca5GWN75RBfpBjoAj4Ag4AjWNgDIIJQpBI3GnGDxY5KSTRE45ZWZgRDUF1K/hzBgHv5mZlFhyZe5OVNDPPhO1PxQdEhAdgqDXMDOGheZe1a93Zdbba+UIOAKOgCPgCFQ5AvPOO28IxIUfK2atzSFE/z7uuOPqFc060kl+R/Dn3wRFfWf6QDEhJSWy2GKLBesBliEhEPx3EdwiUNQJBBYV3ChIlXb77bfLPvvsk98UT4tWioJPOado3wzSgxzw82s8LVw38AtuihApnWBnXBMXR8ARcAQcAUcgCwKlkw2USlpMzTqhtn6iXzPRr6ToV1LUxi/LOat3Hx1JCCkt1TdSexLV2w6vuSPgCDgCjoAjUAUILLfcciEuAe4KK6+8crPUGCKDeAhxIeXZ+++/n1+NOW0S2ZDfIbJAXIWovPPOO+GnBROzbWZpQI72qMTJhui2YsuQH0RSx8KBWA0QKQ9owO4sKdkKlc01wFqDa+LiCDgCjoAj4AhkQaBxZIOVTHRk/aCFCQsADXikjoIi334rGkrT9qrueadOM8kVPq6QLC6OgCPgCDgCjoAj0CIIEPMA9wRiDTQX2QCJMHXq1Hrt6aTfftweSH1WDsG6AMGt4q9//Wu+SIupgAtFVJpCNlDOIZq2fLBaoBIXAouLTTbZRJIyWkTPWWyZa8C1WGaZZYrt6tsdAUfAEXAEHIGAQNPIhiiI6lepPYGZU3S9LzsCjoAj4Ag4Ao6AI9AIBLAQ2FJTb5OFgeCK1SprE+dJBZeJqLyIO6ZK9+7dw9xIBtw4iokFi7R5dH8inO+vcaUu0PTlBI+85557opsbtcw1INtG3GqjUYX5QY6AI+AIOAJtAoFZ2kQrvZGOgCPgCDgCjoAjUJUIkNZx7Nix8tprr1Vk/SdPnhzq9dVXX+Xr99///jcsT5s2Lcy33nrrYF3wnqbLJj6DyYMacJqgjhYzgmwSyP333y8QEZajnVgJiKW1ZNlcLygzSbDMIP0lVhObbrpp0i6Z15Hm7WkNhs21cHEEHAFHwBFwBLIi4GRDVqR8P0fAEXAEHAFHwBFocQQ22mijkHqMoIctKVlG8FH0SU2JPPfcc4E0QCm3jBA33XSTDBs2LGy/5ZZbQqpLMlLso3GuyLX+/PPPB2sH3BMQAkuSVeKll16SnXbaSVZccUXp06ePjBs3Lmzffffdw7aLL75Yjj766LDuySefDFYMRj6ElfrvT3/6k/Tq1UtIoRmPFWH7ZJ2DPdksKM/FEXAEHAFHwBHIikCdmt/VSHCFrE32/RwBR8ARcAQcAUegmhDAAgB3CgIdksGhmuXzzz/XBFdvBDKAFJdxIQgjlhGkx2wKSUD2CCwlSMe5JOnKGylgjvvEQw89JJtttlkjS/HDHAFHwBEoLwKnnXZaCO47gZiBzSR333233HjjjSG7D5ZiLukIzD777CFO0N57711vJ7dsqAeH/3AEHAFHwBFwBByBSkMAgqFfv35ywAEHNAjmWGl1LVYfUkf26NFDkogGjoVgYFtjiQbICuTqq68OqTabQjR8pqm/wXyXXXZxoiGg6v8cAUegLSFAFp4bbrghZOIp1u6fNSvjvffeK7179w6E8THHHBPI8UmTJoVDSYGMVRvE+YknnhjSOkfLxMVu1113DdsPPfTQQPCyHSs23sFsQyZOnChYubGuf//+YR22A7gb/u1vfxOyH5Fhie1kJuL3L7/8EmIfcRxkwMsvvxyOs3+860866STZZpttwnkg+MslTtGUC0kvxxFwBBwBR8ARcASaDYHLLrtMVlttNenbt6/QEerQoUOznataCx46dKgcfvjhIWMEHcx4QMpS2oVlBFiDM1ktXBwBR8ARqCQEsDRAia4UQYkfNWpUqA7xdbBiw0rthRdekMsvv1xweTvjjDNk/PjxIWPQbbfdJqRYJl3xM888E4hd3OGwEEDph+jYfPPN5eyzz5aFFloolAfxQUYg1mH9RkYj3OqGDBkiZ511ViAwcM+DsMayjfTHd9xxR3DPwzWQVM98P7FU+/jjjwOpTYpn4voce+yxwYoNIgRCBMK6lDg9kC1J7odu2VApd6jXwxFwBBwBR8ARcARSESCuASNDjMgQ74BOk0t9BOh40tl799135ZxzzpE11lij/g4Zf4Eto2h0hMHcYkpkPNx3cwQcAUeg2RHo0qWLfPnll81+nqwnwJoAqzUE4oGYPhANkAIQASNHjpT11lsvxNghFhEWCqxDrr322qD48/4m9fLAgQMFwheBVFlqqaXCsv1bdNFFQ3Bh+z1gwIB8WmXOjZUEJATfSiwrsA7EJQS3OLZPmTIlrOd4LCd69uwZrCLIjERdESwdssoPP/wQ6ss1iYtbNsQR8d+OgCPgCDgCjoAjUJEIrKwptknjSHaHbbfdVgjAmNS5qcjKt0ClwOSLL74IhENj/YvJqoFFAyNtZMUgYKWLI+AIOAKVhgCj91OnTg3vvHIRorzzGPU3IfAvgkIedW3DQmGOOeaw3fJzyyi0ww47hP0hfHGnwAID9wqT7777Tv7yl7/kXSnWWWcdwTKNQLykLOZdvsoqq9jumeb2LSSwsAlWEEj0Pb7sssuGdVhdgBuWD3PNNZeQdQihrtSN9k6fPj2QH2FDgX9vv/122LrEEks02MvJhgaQ+ApHwBFwBBwBR8ARqFQENthgA3nsscdCZ4yOHKNJa621VqVWt8Xr1bFjx0afE/NbfHrpCIPx6quv3uiy/EBHwBFwBJoTARRzhCC4mP2XQyiLb4oJI/YI64xsYI7lQZLYPlF3AiwY5pxzzpDOOOkY1hGTaMyYMTJ8+HDZfvvtQ4yc6667LpHQSCsjaT1WEnFp3759WIUFm2UxIoMS6ZIbK+CG+4eRG9Fy3I0iioYvOwKOgCPgCDgCjkDFI4ASjDtF165dBbNPgmlNnjy54utdqRUEOzBcd911g68v7hNONFTq1fJ6OQKOAAgQx4DRf9wDyiWnnnpqsJbAYoLJ0hjzjrR1n376aUmuZZ07d5avv/46uE3E60m8BIR4B9dcc03IfIE73OjRo2XnnXeO717239QNwd0jLt9//31wt4ivT/rNNdh4442Dy0d8u5MNcUT8tyPgCDgCjoAj4AhUPAJ0NB9++GG56qqr5K677gpKMpG+6aSZr2vFN6IVKzhjxoyAFZhhjgyGw4YNC+sWXHDBVqyZn9oRcAQcgWwIYIlF0ESssSpVzB2CwItkjTB5+umnhVgLiBHmWDiMGzcukCiPP/64TJs2LWw3tzhIC4RycHew7ENhZcK/6PkSNgd3CdxBbrnllhCjx/ah3L322ksIdFlMiAlB0EmuRZK4G0USKr7OEXAEHAFHwBFwBKoCAZRlUnyNGDFCrrzyyhC9mwwKyy+/vCy88MLBtLOurq4q2tLclaTjSaecKORERIeUwYIBH2E6lkkmt81dJy/fEXAEHIHGIrDvvvsGl4b/b+/+g6ye/jiOv/vK7zJJP4SSTJtRTUJT8nNrWoWdUH5EGkITaXb8qhQzTFIm04ZmYo1fldEfkVTj1wjJbyYSaiyGGkV+RAqJz/e83jOfj8/u3lu7d/dOm/s8M+veez7nnHs+j52x3XPPeb+VMUfZFHZ3UQpJFQWH1A4FlVGjRnnQRWWfKCkpsSFDhviCguJDKF2lihYOFNDxzjvvtJYtW1rv3r09CLJiKaio34oVKzy4pAI8aheE4vPo/+naVaDsFRs2bPC2irsTF2XEUFm3bl1c5Ts09EL99bdS6THvuusuD26poxQ68qG5atdgr169kn7ZnigThhb/0zEp0m2bhEn+u8SSvsJzBBBAAAEEEEBgDxPQP6r0jdDq1at9C2hj/sZrd9DqXK12LnTr1s3/cdm+ffvdMQ3eEwEEEGgQAe0YUHBFLaC2adOmQcaMB5k2bZpNnDjRF2bj3QXxtfSjdgLom319SFcsBGWPSGeIUMDdoUOH+kKv+ilDhRYMiouLfRj1XbJkiR9FUNBGLRwoG4Q+8Kto98BZZ51lH3/8sen/2TreUVFRYToGoWCUev/Jkyd7wEkFiNS8tUNCj1p8UB9lKNJiyB133OELDkVFRZ5CUwGXr7nmGp+PxtHi/NVXX20zZ870tJw+gSz/WbNmjSlw83333efZLDI1Y7Ehkwp1CCCAAAIIIIAAAggggAACjVrgt99+s65du3qgYB0HaKxF3+8rLbE+zCtrQ3rHXZz1QbvOtNugVatWGW9Dxxq0cKC+iqkQx1zI2LiOlXKsrKz0oxXNmzffZW/FmVCqTx3JU9aOdFDMdGcWG9IaPEcAAQQQQAABBBBAAAEEENhjBJYtW2YDBgywGTNmWFlZ2R4z7z15okoHqh0lWmjQTrlshQCR2WSoRwABBBBAAAEEEEAAAQQQaNQC/fr1sylTpnj6xgULFjTquf4XJqc4P+Xl5X6UY2cLDbpXAkT+F37j3AMCCCCAAAIIIIAAAgggUKACEyZM8JgIw4YNMx1LGD58eIFK5Pe2FRBS8SgUAyJbBor0DFhsSGvwHAEEEEAAAQQQQAABBBBAYI8TUKBCxTG47LLLPECisizsLLDjHneDu3HCihGhQJJz5871gJBjx46t1WyI2VArJhohgAACCCCAAAIIIIAAAgg0doE5c+bY6NGjrUuXLjZ79mzr06dPY59yo57f888/b2PGjLHNmzfbvHnzbNCgQbWeLzEbak1FQwQQQAABBBBAAAEEEEAAgcYsMGLECPvoo49MaSRPOukkKy0ttZdeeslTRDbmeTemuSmF58KFCz3jhBYXevbs6Sml67LQoPthZ0Nj+q0yFwQQQAABBBBAAAEEEEAAgQYReO6552zq1Kn2+uuvW+vWra1///7Wo0cPa9euXYOmjmyQye7mQZT+cv369bZy5UpTho8tW7bYwIEDbdKkSda3b9+cZsdiQ05sdEIAAQQQQAABBBBAAAEEENgTBNauXWuLFi2y5cuX+zf0mzZtMsUhoPwr0KxZM2vbtq11797dlOFj8ODB1qFDh38b5PCMxYYc0OiCAAIIIIAAAggggAACCCCAAALZBYjZkN2GKwgggAACCCCAAAIIIIAAAgggkIMAiw05oNEFAQQQQAABBBBAAAEEEEAAAQSyC7DYkN2GKwgggAACCCCAAAIIIIAAAgggkIMAiw05oNEFAQQQQAABBBBAAAEEEEAAAQSyC7DYkN2GKwgggAACCCCAAAIIIIAAAgggkIMAiw05oNEFAQQQQAABBBBAAAEEEEAAAQSyCzTNfokrCCCAAAIIIJCrwJQpU+z7779Puo8fP94OO+yw5HX1J1OnTrWNGzcm1ddff7117Ngxed2YnkRRZP3797f999/fli5dWuepvfXWWzZ//vxd9uvUqZOVlZXtsl1dGmjuV1xxhXXp0sVuueWWunSlLQIIIIAAAgjUQaBJ+KMb1aE9TRFAAAEEEECgFgJbt2618vJyu+2227z1TTfdZNOnT8/Yc9WqVdajRw+/1qFDB3v66aft+OOPtyZNmmRsX71Sf8qrt81UV71frq///vtvO/TQQ22fffaxdevW2f/+V7eNkn/99ZetWLHCSkpKbMeOHXbhhRdaaWmpT0evtUjz+OOPW7Nmzeydd97JdZoZ+1VWVlrnzp1tv/32s99//z1jGyoRQAABBBBAoP4CdfvXQf3fjxEQQAABBBAoCIEDDzzQhg0bltxrRUWF/fLLL8nr9JOZM2cmL08//XQ74YQTaiweJA2qPfnnn398l4EWAOKSqS6+1hCPe+21l33++ef22Wef1XmhQe+/9957W3FxsXXr1s2nc84559jw4cP95/LLL7dx48bZwoULbfv27Q0xXcZAAAEEEEAAgd0gwGLDbkDnLRFAAAEECkPgoIMOMn0wb9Omjf3666/24IMP1rhxfYv/5JNP2qBBg/xa8+bNa7TZWcXEiRPtlVdesfRGxUx1Oxsjl2stWrQw3V99ys7utaioyGbNmlWf4TP2bd++vS/k6JGCAAIIIIAAAvkTYLEhf7aMjAACCCCAgMc1GDt2rEvce++9Nb6tnz17tmk3Q/wtf3WyN998026++WZvc/bZZ9vixYuTJlpUuPvuu/31lVdeaZMmTbJMdXGHZ555xrRzQAsbapveafH111/b5MmT/ajHCy+8YAMHDjTNN1PR8YMFCxbYeeedZ+kdFTr+od0cGn/MmDGmcXIpiukwbdo0O/nkk+3GG2+0iy++ONklsnbtWrv00ku97rrrrvPhN2/ebPPmzbPzzz/fj3Xcf//9fkRj5MiRVeJgqPG+++7rsTN0XIWCAAIIIIAAAnkUCN+EUBBAAAEEEEAgDwJh10IU4g5EP/74YxSOVShGUvTII48k7/Tnn39Gbdu2jV588cUoLCj49WuvvTa5HuIaRCEeQvTYY49Fahs+wEdhp0QUPnB7m7fffjsKgQ69X9jdEOl1pjo1vvXWW6OwqBFpzIceeigKRxm877Zt26KXX345Ct/0+zjHHHNMFAIz+vUQRyKZS/xE9zRixIioadOm3j7EX/BLYVEkatmyZfTDDz9EYTEiCgEkoxkzZsTdMj6eeuqpPsYDDzwQhQWD6Oeff46++uqraPDgwVFYZPA+Gv+QQw7xdvEgIU6Eu2jOKiEYpzvLV/MfMmRI1LdvX+8TjmjE3ZLHU045JQpBIpPXPEEAAQQQQACBhhdgZ0MeF3IYGgEEEEAAAQmED+F21VVXOcY999yTHHnQ8Ymw2GADBgzICKWdAYq/0L17dw/GqB0D2knw3nvvefvevXubjiIoOOQZZ5xhep2p7sMPPzRlu5g7d67vFtBc+vXrZ9oloDo9nzNnjo+p4x6ffPKJffnll7ZkyZIa82rdurUHb1QAy3RRfwWK1LERBV+8/fbba+ziSLdPP9fuha5du/ruDu3wWLRoUXI5LGp4QMekIjw54ogjrFWrVkmVdnOce+65/nrChAm+6+KNN97w4yvLly9P2sVPjjrqKGNnQ6zBIwIIIIAAAvkRYLEhP66MigACCCCAQBUBpbLUB+dPP/00SRepwJA33HBDlXbpF2E3gi8s6IO9sjKEHQB+WRkg0qV6JgpdS9fpiIEWKXTs4cQTT/QfHZs4+uijk6MUcVrOM8880xcL9IFeP9mKjiOkS58+fSzsarCePXvas88+64saOkpRm6KjJOvXr/efLVu22OjRo2vTrUobpeFUCTsbkvpjjz3WY2WEXSFJnZ7ovlhsqELCCwQQQAABBBpcoGmDj8iACCCAAAIIIFBD4Mgjj7SLLrrInnjiCY+LoLSO3333XRKLoEaHUKHUkopH0KtXLzvuuOM8FkKm3QZ5STGkAAAFB0lEQVTphYV4nHSddjAomOP7778fX67xGKev1M6EXIru7dVXX7Vw5MPCMQiPmaBFDt1nXYrmXVZWZitXrqxLt4xts92L0nay2JCRjEoEEEAAAQQaTICdDQ1GyUAIIIAAAgjsXECBHlW0tV9HGRQ4UgsK2YqCMCpQo9qGOAtVvrVP90kvLMT16boDDjjAv+HXokP1EmIkVK/K6fWOHTvs0Ucftfnz59vhhx9uIQ6FXXDBBTmNpd0J6bShOQ2yk046ltK5c+edtOASAggggAACCNRXgMWG+grSHwEEEEAAgSwCf/zxhylzQwi55C1CwEX/xl8vNm7cWOW4gGIzqMRt9VyZJnT8QbsGVLZu3eqP6TZaVFAbfdiPS/U67YpQUQaKdF9luhg/fnzcrV6POjKhe9JcV61a5TsxXnvtNfvpp5+yjhvPJX7M1lDHT1QUT0JF7XXPsZlX1uE/xcXFpp0mFAQQQAABBBDInwCLDfmzZWQEEEAAgQIXWLNmjX8oVpyGuIwbN86fhmwIdvDBB8fVtmHDBn+ebht/yFbsBu1yUPBDlXfffTcJoqhYC/rw/fDDD1vIdOExIarXhSwUHkjyqaee8sUOxX4IWS/skksusfLych9z06ZN/qjAkLUp8Qf/b775xpvrw/+sWbP8uQJiKlClgj62aNEi63DxPa9evTprG10oKSnx69rhsXTpUt8xETJX2LfffuvxIbTooIUOlerpPFUXsoHowYsWbIqKijygZlzHIwIIIIAAAgjkQSD8A4WCAAIIIIAAAg0sEI5IROGDtqdfDJkTounTpyfvEGIwRJWVlf46BGqMQiaFJJWkUl0qJaTqFy9e7KkxlaYyZKyIPvjgg6hjx45RCIbo6R41QIgBEYWdDP4Tgk1G4YN3xjqlpgyLED6f8M+JKHyzHy1btsznEAI6espI1Su15tChQyOluMxUNC+lltR7qn0IDBmFWBBRWLiIQlyIKAShjEaOHBmFzBlRyAiRaQivj9NeagzdT2lpabR9+/aM7ZXqMhx98PdTusuKioooBLqMTjvtNE+vGTJt+BgaS+k6QzDNaNSoUcm9hkwdnpJTg4c4GVEIbhm1a9cuitN2ZnxTKhFAAAEEEECgXgJN1Dv8caYggAACCCCAQCMUCB+ITT+Ku6Ci4xJ6HWdfUJ2yQCjAo3YUxCVTnf7kf/HFF56polOnTlUyVsT9cn3UkRGlvNRuA8WhSKemzHXM6v20iyIsNvi8t23blphUb7er17LRHBU0k4IAAggggAAC+RFgsSE/royKAAIIIIAAAggggAACCCCAQMEKELOhYH/13DgCCCCAAAIIIIAAAggggAAC+RFgsSE/royKAAIIIIAAAggggAACCCCAQMEKsNhQsL96bhwBBBBAAAEEEEAAAQQQQACB/Aiw2JAfV0ZFAAEEEEAAAQQQQAABBBBAoGAFWGwo2F89N44AAggggAACCCCAAAIIIIBAfgRYbMiPK6MigAACCCCAAAIIIIAAAgggULACLDYU7K+eG0cAAQQQQAABBBBAAAEEEEAgPwIsNuTHlVERQAABBBBAAAEEEEAAAQQQKFgBFhsK9lfPjSOAAAIIIIAAAggggAACCCCQHwEWG/LjyqgIIIAAAggggAACCCCAAAIIFKwAiw0F+6vnxhFAAAEEEEAAAQQQQAABBBDIjwCLDflxZVQEEEAAAQQQQAABBBBAAAEEClbg/7/ZJQS7xNcFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "machine.auto_transitions_markup = False # hide auto transitions\n",
    "model.show_graph(force_new=True) # rerender graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Previous state and transition notation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.melt()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.evaporate()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cQyDfCBCvBJci4pIUpmQa0RBsaxQxgGVGIvEZZPw00f7FvV3j27rMZ1jNjhyZJUuXlivuKmX8+evUyVJXmXLStatorJ6Mr65V0BAwBAyBjQho8HFZskTU5G7jOj9HesV33pUll3YR2axgKuySlatk1dp18vHUX2TZqux+rj+NTaMRWHLS4bL9HU+KPPWUyBVX5N5p992zl3/91ciG3MjYkiFQ8hGoV6+ea8SoUaNc0EffolWrVvlZN/XKCS4RXtbmBHvBBDuWNGzY0G3Ct/t2ogPnCMfGO87vl2iKWbhJehAgyGffvn2dSfzWW28tZ599thx11FHyq778CQjKNcMahQwkZCohMOgdd9wh3CtkMmHfhQsXusCin376qfyk7HXTpk1dnJBKlSq5Sk7SdFQEFWWEnZgGr6lv5cyZM10cAM7hR8xXrlwpjz76qIwfP95lOeE+IvYHxyHUhWCmz2napIfVNK9fv34ueOmzmj5pq622ilmHX375xZFquAQQyHTevHlysUakPlCjVsdqvzthin9gQ+BVCAdPasyZM0eoH8QeeGAR8OCDDyZVcjqvQdQJySQzTANqUWcyyvjrwHoyz0AWbrbZZq7OHJ/pVkm8mujP3HNPluillkMPWyvX91gjjfdbK3V2WS9bb5OlVhxRSJTNdXDCi/4tJz//WF7Gf76pfPBeBXnssfKaPShLr385admybOJirTYEDIEShoDvo0aR5/q9XbNrLVm9d8EteatX2VrO0MCSL42dJN/O+qOEgVQ81V2vmK1QzCrqdSinWelyfYTVvVoqVBDx1y9QxYLRQoGCbNYQKK0I0FknjkFxjASiSCEoUQRwRLxyPnv2bLdMOkpMyT/44AN1l7raBYj77LPPcplYs2Pz5s0FBRRlZJ991BxKFcy7SVWj8t5777lsFihPwfJxnTjnnHOkZ8+eMnbsWLleI85ecMEFLlUmSiTyv//9z6XErBYvD7LbM/qP8jHt3mWXXZzvPOcM/lhPjAiT+AgQY+AITU9E8E6yktxyyy3qWne0U+a7devmMCajCNd48ODBrjBcB2ppYB8UeIgGhGwkKMZTp051ZvncN0t0lGHAgAECAcE9NnHiRBeckLIwzUcx/+KLL4QAhI8//rj8+++/LoYI9yxEAvcUlggEJ+ReI04ARAjZVRDuZQIzYrGAa8BTqmXGqgNKPuTCzZr/GYKBewdCIFH73YmS/KNeKOhTpkxxOPrDSB+Ldc8I9SfleQOrZMkG7mnqWtBr4OsSnPJ+INAl9YbEIZYFwnXD2qlGjRqOgPhTo0UT5BXJZLJBby8dlc9y1phndFsl51+6UmrslN0mV3n7y4MAfbwdq2fpb620aLVWrrl5pXz1xabS974t5JBDNtP3uEifPsTyyXOorTAEDAFDIHMQgGlGclz9shf0XwdCsnSAYcXpR29YlY6ZTY21TgnGFYfuJ1uO0pGATz4Rads297HEaojwb7Rxgdww2ZIhkAeB4cOHO7Khdu3a0qpVK+cvTepJlHZGC3///fe0jPAHT0yZKCU+vWWnTp3km2++0ZGqx+Saa7L9yt599103Ws1IMUEiCWzXR3uTHTt2lEWLFrkAjsEy8c2+SVMFEc2eUWxGQYlIj0KIMkJKTM4zefJkdxiKFeeEoMCqAcX0gQcecFOUGpZRNCFhtthii+CpUprv0aOHGwHHP55zfalmcpAbpO/cW/2+GOWmjS11aA4FFWKFiPlg/8cff2xQrFI6aSncmfuidevW7tqS6tRnG7j11ltda8ETRZl7ipF5L5/oBwOLBARibfTo0U55ZxScWAYED4RIQLj/H3roITfPNkgHLBMgnrgHiCMA4UB53E8vvPCCuw8hF1588UV3X0Iu4ZrD80N5CNcVcgGioZ0GHopXB0gtb20DEUWbWZeo/e5ESf5FZX0BN0g8byF0pEZeBudUJB3XIOp8sTLJ3H///e4ZhhDExYJn9lwNrJXJ8swzEKNZstU2a2XkF//J7b1WGNGQzwvWtPlaefmdpfJE/6Xy3rD1sv/+Wfpc5rMwO8wQMAQMgaJAQK0vI0UtIbXDJ6sa1o/cHFy5ZMUqefPLKXLWE2/KzL8XygPvjZFjH+wv5z4zWKbO/Su4a+T817/MlTsGfywdHnpJTnvsdflg8s+59vv93//kfi3zlEdfc2Xe8dbHbjtE/1e/zJFrXxkuv83/VwZ99b1c8NzbcvMbH7rldWpFPHTidLn4+Xflsv5DZPLsP3OVm+i8uXYupoV11baXtbWqM0qZdA3MsiFpqGzHsorAQQcd5EYLUaL4jRs3zinYa9SZ2I8gooCgEBOkEbcGzMt3zInSxYhtqlHzd9ppJ5d6L4z5/vvvL5deeml4tSMmGN1EYeP8mFCzb1ggGy5T0ydGP0mbx5TRVhRLxI96ho9DuZs+fbozWUf5h9jAjN23Mbx/KsuUzYh8WCBFaE/4BxmB2b53E8HqIZ5VBCRLaRdGsN9++22nUPoMIeuUXeZ+hAzCpQEygGtPYEUsB3CPgCzAFcZnJgBLLBq4xlgjQOoQdJDjvbAN4br50XEICdwysH7AGgA3CwisYMyDQw45xJVLeRAREFXepYIsCNTzgBwH80R18HXx50+2/f64ZKbhrCy0hfsM8gZ3irvuusuRfMmUFdwnHdcgWF5wPlznJ554QniXcH28cN0Rj51fnwlTvLTuvjtLLr92pVx140q9JzKhViW/Dkcfv0b2b/qfXNatkpK25bWPaG4VJf+qWgsMgTKGgA56rK1TU7Iqbp6w4b2HfurcI4jJMH3efNl/l50EC4b3Jv0gn2iMhtG3ni91qkbHOIIsaK8kQ98zj5Ob27eW2wd9JF2fGiRjb79AdlNFG7n4hXflkD3UjfSyU2TUtF/lwuffkTs0nsGjI8dL3/fHCfEgJs6cJ3W2ryLVKm8tz386QYZ/+6PstdOOUn6TcrJm3Xp33Ohpv8nke6/Qb105R1IkOm/ChhfRDqt3ry3ldfAlBi2Upxb2Kc8Dia0wBHIjgJl51apVN6xEQWdk1hMNbGAdpuDETWA097bbbtvg543/9DIitBayQBg00FDk3lc71umwHoBoQCBJPNEQa//gepRDnxqwoESDxy+W0oO5PAotiiim+/j/Y2WCyT4j8Ch8mPVjtn/SSSe5ejEyzog+ViG4iqAYo/Qysk46P6woUIgZocZFxdch2MaSOE9sBYT7bsKECe5HbIUZGrqfbd7yhJF1LHSIs0Dsjmd0GBkrl6BwXbFgOfTQQ11cAkbDkxHcBBAsAFD+w25H3GsQd4ivr98nfM8mWwd/7/jyErXfnTyff5zr+eefl+rVqzuyZncNhoR1UapSmNcgWBfIQIhOCJKgeMz8NLitOOfx6CI+w32PLHcuAEY0pPdq7FgtS14avESatVyjLlNZ+o5Ib/lWmiFgCBgChYlAlg6ErK2+XVKn6Nm5nSMY2PmBU4+WJ7udIO9efaac2ryhLF+9Rh79MNtaM6owyAM8EfesuaNU2LS8HK7xIdbrikk5cR3m/LNYvlRCwrtftNlrVzlw151cUZe3ay6nt2jk5rs0aygvXNhJep9ypJykmRz+WLREDtN9X7q4syMpOh+0r/y9ZJnMW5QdtyzReaPqWlzr1tZUt26yTiQpZtmQJFC2W9lGAGV1yJAhSSmnEA905FGsGIXHJNsH1ysqFD35wfl8zImiOney50EhRfKDDfhCAvFDKQ4L5A4+/FhFEI/AW0egiGMV4UfqUcLjWUX4Ufxw+Zm27K03gqkQfR2XL1/ulH9cDVDqL7roIheHAJcH7un77rvP76quduuchQLEGYTMdttt59wkNuwQZwbLF6Rx48aOxMIKCOKBuA5eGGVH4sX3SKUOXmFOtv2+HvmZUi8sQL777ju56qqrXHwE3D8g4A477LCkiyzMaxCshM8igysUVkBhq4fgvsU9r15gGnxWpNdDy6XLGRrp0KRQENh8c5FHn18m551WSa3YNpVJk8rp/Vsop7JCDQFDwBBILwL/LJD11bItK5MpeMvNsy12965dbcPuVx3dUl79YrJ8H8eVgn2OVFeNhjtXl29++136f6ZBhFTmLcwmBWptt43svH1lwXqCddcff6g8pWSGl6230Betyp4o5DmyW7VskgTLBi+7V8+2kpj772KptV1lSXRef1wmTNdvVVHKMYhKuqgcy+h49TLLhnjo2DZDQBHAnJzRYO+rHQ8U9mHkHz92/NzxpWYEvigF5YKR/gWkD1I5+eSTXWyDoqxDMudCGUUYKU63QBJg2YCFA4ohmQ6IUYFCjPLNuceMGeMCFoIPlh7ghuLdoUMHF2cAEoS64ZdPEE6sIvr37++OI6ZGJllF4C5Bfd98801VICZtgBMXCdxkfDBRNpx33nkaMLiCC/ZJAMltttlmw/4EjiRDBG4tEA0IxE0ybfVxFnCPgHBAwDgokD24avjtwW1+Ppk6eJLBu9Kk0n5/nlSnkFfEhcDqgngTPOPgS0aMVKWwrkGwHhBxXEPIRoK7eoGIRNKRScaXWZCpGt/oPZkl3S5aKad1NaKhIFgmcyz9wseeXyqVtlmvWWmy3AheMsfZPoaAIWAIFCsC6s6ZtVnBxshrq1KvY1WyePlG19Bwm7BmWLxipbTr/by8/Pm3zrIhuA/9j4fVxWKHbbaSAZrJolmPJ2TEd9nWpcH9gvNbqG4Qlk3LZ6vguFQgic4bPr5Yl/11CLjYxqtP3tbH29u2lXgEUETozBMRnoB8wVSGJb5xaWgAHXH8ybFI8D/M9iERiNEQSxitZOSza9euTmH1ihpuAEHlL9bx6Vy/7777OqU4WCauE5kmxAtA0Q2OfBdFHflQMMLOjzgCYYGMiLKKQJFnvbeKYKQ4nlVEfiw2wnVJdhny4ArNedyrVy8XdBG3E7B96623HFlC1gYvKMsQLCjMYRcKTzzgZsFoPYEfuU4IMSGIB+KFwJLE1fAkx19//eVcVKgLQSQJ/gjJw7mwIMHKgWeJAJ/ejYc4IwiWJ97qIZk6+FgPuNVAKEFqJNt+X/9E02BWFr8vsShw1YCE8vFNsHpKVQp6DXjGE2Wqwa2F7DE33nijCwr54osvyvbbb6+uCve46kKSNGnSRINJt021+mndH6Kh7q7r5aY7V6S1XCssNgKV9HPQ77ll0v6wrZVwVf/ji2Pva1sMAUPAECgtCPwynxhqIrvumD2YEtUuAjhe8Nw7zv3h7EP2k89+nJlrN4I8EgNi1C3nye1vfiSDJ0yVywcMFVJpHtKgbq59U1lIdN5Uysq0fc2yIdOuSCHXB+WA0V2CyIVHK8PLhVyVjCieEV+USNLGoXhilUAHnPSBmNujyKCwEbDOj6aGK47f+Z577ukUM3zgPdHAfihspMgrSmxR9og8H/yFfeLDbSiOZUbQScsXC9fiqBPnxCSfLBj41nfv3l0eeeQRR85NmzbNWUVg1YCLAW4IXbp0cQochBJxDiDwIJggd3AVIG0kWT1QUInlQYwJLF0KY1T5jjvucEollggo9NzTWHcQyDAsBBnlPg+SEOyDRQNKNCTAJZdc4trRt29fF3+B8j0RwL6QMo0aNXJkBqkoCUZIXAyEZ4l4BjxDYAD5gVKLdQgpOWk/aSOJcYKQIQFLASSZOpAJA5y9FQ8ZLFJpvztRnL+orC/sDqGIpcvll1/uiEWsZgiMmR/J7zUAd95LkDcIGWSw2onKJMM9wLuMrC08a1wDyD3uT+K7FLdrhXrx6DOh7hN9liVjiZkfmO2YGAjsve866XbxKn03ZambVYydbLUhYAgYAqUIgc9/yv5utt2nXsxW9dN4DsRoOGH/vdw+y1dlDzRCUiCzFyySHm99JDtsvZU80a2D9DnjWEdgxLNuyDk0u4AY/4nOG+OwErF60xJRS6tk2hBACcBXHgU6KHT+6YiS4jATFdNgXfM7T7vxafcWC0zJO097US6JsYBlAlOUGR+8zp+PgHA+EB3rsHZAsScgIYpDFG4onyhXH330UWTGBV92WZsSvO7DDz90AQpLUtshRhhV50cqzrBgsu6tInycCKZYBTBlO4KSh9KH+T8j0OFffqwiCPT57LPPysMPP+wCQ1J2LIsWCADwDwv3PFZPjOoHiQWeC7/srRGOO+446d27t3uGsHgIPy+QNSi5kJs8e3drBMBgDAzStUZJMnXgOAgeHxPCnzvZ9kedN7iO55lfUHhHYr0B4QDhxDXz5w3ul+x8Qa4BsTbC4i0twutJf4k1A65DWOJAVkCU+TgX4f2Lcvmuu7KETAmN919XlKe1c+UgcNnVK+XV/ptrwFNRctJgMQQMAUOg9CFA2sozWjSWZatWy2sar6GeZpTwQRxp7Z+Ls9nWBRqssaoSCD7w471DPpUW9XfWFJefOVAmzZrn3CX2qFFV3v1mulyjsR12rFxJ2u6zm9vedNdabjr/v6VuSvpNL/8uW+5mf8+J+8DCv0uz+4PepSPReY9utDGrlC+3pEyNbCgpVyqN9YyKPXDzzTe7UcaiHIFPY5PyFIVCEHaHQOlBYcCXGUKB0VampIgMKkF5CstZAVFDsEEwopyOHTs6xY5sB7EEiwcCGPbp08fIhgBIjByjUGNiX5qEeAQQVfyiBOU7SEIwT8BByAi2+eePWB9hAsIvc//GU3LBNV5MBF+vYIYVv85PPbEQazm4Pryv38YUAg7rivxIuNzwMhiEMy1wnmTbH6zTokWLgouR85wPchEJupOwDJGSKHYD9feWHByDpOMaZJcU/596c/8gsd51xL/gvVZUgnfON9+Uk0F3x/adLaq6lNXzVK6SJZ1OXa2uFBWUbFBHZhNDwBAwBEoZAs+NniADNbbCn4uXamDHKvL2VSfLZto3ITvE9a+OkLn//udafO4zg+WuTm2l+9Et5OqBw13qzF/n/yuPdW0v3Z5+y6WqbFynhkA24Epx7IP9lWioJ7/9vVAuPKypdNh/T3ny4y9l8NfTXHkPDPtMNtfYBtN+ny/9x2TH0uo1ZLQ79z9Ll7t4EOzY893RsokOZCU6r5ENDlb7SxcCKBzjxo1z/s+YwDICP3ToUBeYDL9kOtgoJ/wgDq688kqXs96fn5FHTJ9xlWBkk4jpRx11lN+cZwrR4CPSY86MMtOzZ888+2XyCkzTgxYLmFczgoficcABBwijsCgEkAve3zvV9nAspt7gj7vE4YcfnlQRt956q2DmjV95VOaEpAopRTth1QD5gi85ynlZEogpn4oz3G5iQURZReCOACnB/YygOMaziohlzRA+X36XSaeIMLpfGoT4EV999ZWzVEH5xx0kHoEY1WasChKlCM3Uex0rCdLBkiaV92VRWTxo6CCpXWe9HNAseauGSRpg9HkNMjBX3d92U0uzRkoU76VWaVtqvffU6WIljYZpLIov9fv5q7ansQYrvVHdf7bS7V5G6Ld0uD5T/2nq153VuqitBkltleS73JdRmqYndl4lLz69uUyeLOqaVJpaZm0xBAyBEomA91dIU+Vfv+wUWa4x17bRLBHbVdpyQ6k1NMYCaSijZFKvy4TAjVtW0Ii6KuPvvFiX10lFXV6/Pkum3tfdEQ5/KmFRp+q2OgCUTdZedPhBwi8oEBJXHHlwcJWbP7f1AXnWxTtvnp1L0AqzbMjAi4XZK6b5i7UzRCcY5RYFmdFgCAZ8lRkxJGAhfu/EBCBYGCNvKCv4PENSHHPMMc6En4jzKMndunWLbC3R9wka+aPmTD3nnHMyXgHEJJuo9kFygVFhMGFEGVKACPxMcY+INwocCUiMlQSCwxwZbP0IZ4xdc63menANCMYHAVTcftK5KlcMC/i7E9cCksxkIwIEUcQShl+U4PITtoqYMmWKi43A8++tIlCYvRVEeAqRGOXuE3W+qHW8b4hTgOByxfsCopKAhyVVfKDFgtSfDBz8SqIQ/4FfUcvHH2epkh876G64PhM0WGkXdc15WG3+D1Vy4ByNlzJIXXGq67fxYLU6e0hJoss108psjRMyUjMBzVQrtBOPPNIFMe1DFESVb/R7eqO+d0aTFUVjs3Q75RSpo9+9skw2NGyyTrbbPks++aSckQ3hm86WDQFDoOgR0FH+dEo5JQLqKiGQimD5wM8LmSN89giIhQqbsK287BIn0KQ/NpVpvPOmUk6m7WtkQ6ZdEa3PDTfcIIz+EtEdqwSC1CGQDwMHDnQRxlHYkK5du7rMA/jj7rzzzi41W+vWrTdEmYe0wDeY0fVYZANKOaOh+KNzbCYJ7hAEZwwSCwTqw9yX6PXUHXyY4g7ByFxhSTzz+ETnfFI7u0SQxzLlKRxky6hAehGQE6U1ljl3GYUmYbPJgOBTcYZ3xiqCYIxhMgKLKNYRNBIhrgNWEZAQUfEiwq4K4fPwfiCla1AIRGpiCKSKgPJk0qFLdhrOZI59XGORQKgdo+Q4hNnFShqcr8FX2yiZe69aSq3UeCjjNcXnAc2auft89z32kF00bslEjdPjZbBmE4F83kSPh9y7Sq2rIDHKstCv32uftTJlSvYIXlnGwtpuCBgCpQeBhTkxEbA+IJijSfEhYGRD8WEf98xkRUBQUL0QPRzBssGLN90lUBrmwFg+0PlnBB1BWUepoIOFQkIHK5ZkQlYASBOIBSw6SLuHOwSKEoop7hBYaxBpH3LBp8qL1Z5MWg8R1L9/fxfnAdKiLI7q469O0L2bbrrJuZVk0vUp6XXhueZd4N8H4fZAXhJvJEhGQOJBRjCy7331SY0Ytobwy7Vr13bvj3jvkPB5bdkQiEJAkyLpe72c1Ngp+RgR/6r7DvfpLLXe21UDkjbR7wGyaOFCN91CXbKwaMBiYYkGOH37jTdkphJtqwJ5wDnmZc0Kc6zG0emhwU3bqnvhXvmMKeJOWkr+qtdcL/P+KCWNsWYYAoZAmUaAeArdXxom387OfqldNXCYnN/mQOnSbKPuVKYBKobGG9lQDKDn95RRnXxGKhFcKnymBNLsEfwwVSlqsoE0nGF3CO8O4t0hzjjjjA3uEAUx/04Vi8LY/4QTThBcZDBD57qRWrCsyOjRowV3HbJzEDvDpGgRwM2BH1ZOYSEwYJRVBOkUISd4ThHuWUgzTz74qbeQ8ARpuHxbNgTCCOTcUhpLIbwl9nLLVq3kWyWfRw4fLheqhdiMn35yO7cOxFvYXl2IHla3ns81n+a5+n4lrsM0TChy5Dh9/2D9gPsFVhGHaDpQ3DKCMR38vmVpuuVWWfLnHJKzpdd8uSxhaG01BAyBzECgvA6u3nPyEe7na0SgRpPiQ8DQLz7s035mH9iL9I5hIbgcsQ6qVasW3rRhuTDJBiwscH8IukMwsspIFfEosFTAxYApFgyF6Q6xocHFMEPee4ghRvhR8HBzKekkSiIYseggXgVkC4Ho0hVDI9F5bXtyCBBDBKspbzkVPoqAs94iwltH/PDDDzJclT6CRHqrCOJweAIiPMUqIioLTvhctlw2EPDxv8pJMtnHszG5VAn0nzW+wv1KVs5WS75J+p2DdOishDTCN+ZSjUv0u1rHDdJ7s4pa+r3+0kvZB+f8r1u7Vh7U2EfEaLhHSfnP1NrqEnVFfF3TvZZlwZXCX5OyjIO13RAwBEoHApW3jG3FXTpaWLJakRaygdzjjFxO1nDGBDFjJMwHK8tEOFDuGIWjQ0xQL1IaloSgfYkwZYQRJR2f+Ouvv16aNGni4EcZIGAisSBikQ0QDXTW1mpnLB1KAUqIJxZwicCCgfsCdwhiK5Ado0ePHo5cIGhdWRLcCGgzCvjnn3/ugnfGMn8vybiQtQB3kVdeecXdj7169TKioQReUNJw8oMIDMvq1asdaebJCD8dMWKEIyggOBHeKVFWEZ6UwAXMxBCIhwBugAv//VeeUgKBLBK3KumAy4SX99Ul6NOPP5Zz9L0K0YBAsge/m7dpcF+yUxyvaYuxajhNra3IXIErhj/Gl2dTQ8AQMAQMAUMgVQT45hTm4G2q9cmE/fNNNqCUvvbaay7YHQoTCjwjY4xgofBmMtCYDeNygJkwMQJQgDtq5+Oyyy6Tpk2bZsJ1EbIrIASF9OJTzpHm0cuCBQvc7ELtLJEhAesAlLpWanKKKwUB39566y05+OCD5cADD3T7+ujr+HF7wbqAB4QAfphLN9MgW7gyJCPEVAi7Q0A2MIJNZH2UlFNPPdVN91H/2NI+kp8MZmeeeaY0btzYRfMnBscFF1zgslwQvK+kyyJNP0f6wAceeMA9W8QFIDWgSelDgHdO/fr13S+qdbyfICC8RQTzvHsJEMq711tFQDZ44iE8haRIBwEaVT9bV3IQ6KmWCD+oNdz077+X+TqoMVnjEuE20VjJ623VqqaSBjlGhmpmpYM1JgOWD1PJ56jyvlou1NXBBQj1AZq2+FoNmAy50Fit6NZoX2abnBhJbmf7MwQMAUPAEDAE8oHAmB9+k/Ez5sj1xx2aj6NL7yH5Ihve0TzWpP/DDBwfbJbbtm1bZPm503k56PCiDD2jHRCU4uM1tRZZIOppAKrikj4aWftV9SlF7tBRGGI1YDVCRgPk5ptvdoQA5s3PPvvshnUo8eyPpckLGgSLQIqQPueff77cddddbr/HH3/cme6zwIgzwSR79uwpnTt3FvKtX3zxxS6mACntogTlIModgk4cuenB0JM2kBtkuTCJRoDgn1h/QPAQxwAFneeIexAcuQexwMlktwMIKkavZ2vee4J5MqLNfYRySJYQ3hN2D0Rf/7KwljSc/KJIXKwiCGzrrSH8lFS+zP+nQf4Q7iVI7DAJ4Zdx3zAp/QgQ3JFYC/9TMj0oEOrP6LcMS4U27drJaE3Jequ6q52laTB7qJvaXfq9fFiDQT6b8019Ub/1uGNU1m/ffP1W9tbvbSa/Y4NttXlDwBAwBAyBzERgzj+L5eLn35UzWjbOzAoWY63KqbKQtNMko+worpjpE7gPBalu3brFWP30nppOLu4HP//8s8sd79NLpvcsRVMaLgszZsxwmSiSVfYYhaTTFey8YwXhs0MwJR4EZRMfAncIlGL/QyEwyR8CWAq9++67zlroww8/3KBo5a+04jmKUe5DdUTxpJNOktM1+Fqy913x1NbOmukIYMnlCYjgFCsJSGIITsS7xPlAlZ6EYIpVhA+im+ntLUv1w3BPjek0tsJ/mqoy+zomaj+kQQWNL9JJreTITLFCXSSWq1Xd65oOejvNovKQkrUImSi2VgLCS3DZZ2T6Syuwmb6vOM5EpMcNFWXGtM1l7FgLEGn3gyFgCBQzAkoGa2ot0VFWUvJtqEzWHg1kWb1qsvzYQzasS+fM8G9/lBHf/SR/L1kmDWtXl8vaNZNtKmbHfvhOM1u8N+kH2WrzCtJ273oyYOxEmfHXv3Jq84Zy8kH7ysy/F8qJDw+UeQuXSIMaVaVJ3ZrS9ZD93JQ6xip77br18sm0X+SVcd/J3Z2OkOdGT5Dp8+ZLnzOOlZrbbiPXv/q+rNG+DsuZJBWm/iJVHntdVFkR7exvrJp6CogOasvZZ29cp3NJWzaggJN2EJP5kTpywAhsaZMjjzxSDtfAUbghkDEA5fr555937gklra24smCmn4pU1NRhjE7Tbv+jUw8BQUwBSIUuXbq4KaPy5g6RCrrx92X0FiWdH9YjKFdYDjG665Wq+CUUz1YsZyAVcMPhHjHFrniuQ2k8K2k4+Xn3r2AbCbIaZRXBt4lnx7uf8Y6KZxVB+SaZj8BL+h1+Xi37Jmo/JEwQYKEwRgM9egkSDawLLvuMTtXUCs/EEDAEDAFDwBAAgd5DPpXxv8yRm9u3kp/+/EduUCUfcuHjm8+V2f8skptf/1Am/Pa7VKtcSd7+eprsU7uaTJnzp4z7eZbUq7a97LTdNkou7C+9hoyWxnVqSGclIFiXqOyrBw6XwROmuv3m/rtYFi5bIXP//U8mzfpDKivRMfDzSbJebQJuP/Ew2Xarim6/kviXFNkwRVNHQS5gxfDZZ59J9erVS2Jbk6ozSt/tt9/uYhyg+GHSjll4SQggmVQDc3ZCoZ0+ffoGUgFy4Xv1hUWx5fpCLJCaEfNnOvuYqpoUDQKQO7hQFKcrT9G01M5iCOQPAUiteM/IvxpIMGgN4ec/1gCCuPx4Ao/3mreECFtGED/FyLP8XZ90H7VKg0MiN6lrVjuN/7KTWtHNVjKWVJi/aAyQfjnuhOk+r5VnCBgChoAhULoR+H7OX9L3g3Ey4e5LHUHQdLfaMnTidBk9/Td586vv5ayWTeSxru3loB5PSBXNcjH8+rOdhcOLY76RG177QL5UkuKiugfJXjvt6IDaefsq0qJ+dvy1RGU/0a2D/LF4iXzx82zp0qyhnNvqAJmsJAaWFZtsUk5evewU7a+sL9FEA6AkJBsYXWXEn0B/BFQkmGJZEMiVUTpagqXDKaec4oIslmS/TgJOQiiQGYIp7hD42mPNgDsE7b3lllscyYDpsYkhYAgYAiUVAVzB+JFGNyy4LEVZRUBEELuHAKcI7/t4VhHEojApGgTOPPdc+U/dOMd88olcp4GcGRSop4FJO+q3mawUW5aRfknRoG1nMQQMAUOgZCNAhIBwkAA1xI1MXjBICQWsB7o+PWhDo5evWiN1qlaRJStWuXVbbJatLuPagCsFUr96dh9gwZLlbtn/BRMkJFN2dbWWQI5uVN8RDFhGeGm1xy5+tkRP45IN+DeSpWHHHXd0o/tlhWjwV5S0mO9pFGsIB4It8isJQrqvsDsEGSx4ALw7xMknn7zBHYKOm4khYAgYAmUBAd53WDHwixIy+3hLiOAU8hmrCMgKBPchbxXBNGgZgVUEMUxM0oMAloVXa8pgfvRLWA526NJzFivFEDAEDAFDoDQg8NoXk6X7wGG5mtKrczs5t3XeAYgZf/0jlbaoICNv7JZr/0QL5XVAIkogNbwkU/YmOQfEKs+XVZKncbVMsh789ttvTnEtq2b0LVq0kL59+7osDe000jXLmSS4Q/zwww+53CFwe8FMuFq1ao5QuFDzjuMWgUtEWb2OmXTNrC6GgCGQuQiQhhNrL35hgWiAuA2m8oSQGD16tIvvA1GBYBVRq1atXGREkJjYYYcdwkXbcpII+LgLSe5uuxkChoAhYAiUMQSa1astj5x1XK5WH6TroqRihc1k6crVGvDxHxd/IbjPrAWLnIVDcF2i+XKykW1Id9mJzp2p22OSDZMmTXJKNqkV6SSVZUFZJ73nBRdc4FJQFmdgxD81v7h3hfDuEAQRxB0CS4zDDjtMbtLRH8gFRtdMDAFDwBAwBNKDAFYRu+yyi/tFlYgLRtAaws9/+umnznXDW0UQwDdIPvh5rCN4b5e2GEFRWGX6OsxwT+vQQbbQb+sLr2vUbZMCI0D8qyuuuEKefvppYfAm3VLY5fv64nLFubwQ14oMbdwzWMLSH8PtOJOEPv3gwYOdtS4p64lNhiTCjDYReJdsbWTMIlh8MlZF8+fPl1tvvVU478EHHyznqitUw4YNk4akOLAk09rbb7/tMCIrmCePk650BuwY6zongycB4bHm5sfAKroE155lL7gmnnnmmX4xY6e77Lid8EtG9qlVTYZojIZe746W587vuOH+/vqXufLUqK/k2fM6JlOMHpe92+oc60eWClr26rXr3Htl8xw3jqQqkoE7xSQb8N/npjrnnHMysNpFX6V+/fq5uBUDBgwoMkxWrFiRxx0CM15e9A0aNHCEAkEsIRZ4iZs7RNHfF3ZGQ8AQMAQ8AlU0MwKkL7+wYG3G+9sTEH46ZswYefHFF4WglghWETvttFMkGQEpgVujSeEj4KwGp01zKTKZD8ZsouOejMJV+LUsWWfAUpZ4KUwLQwq7fF/nCRMmyCOPPCIPPfSQnKqpWL21DfcJlqW4UIXvGX9scU1RpAkK/u2338oJJ5ywoRqJMKMdvLd4R5HlJ5n7nncdZBK49O/fX958802XaetHTWkYfI42VCJipjiwZOBu1apVMmLECBfTLKJaGb8q1nVOBk8Ios8//9wRZc2aNXNthXSor/Fx/H2DC3ZJIBtSuVBntmzsAkQO09SXnfu9Ksc23kOm/T5fPp46Q9679mxX1Pz/lrmpj+HAwhzNHoEsWr7CTatXzk4B+ZGmhTyyYX0X9DGZshcszY75MGvBQqlRZWMaSVJeNr/jCVmxeq2Mv/OiDWk43clK2F8k2TBNP7A8bPxMshEg8jkP2P/+979CIRvovES5QzASRucSQgHLClwh+JFb3sQQMAQMAUOgZCCARZy3imD0Myx05D0BEZySAQoFjXSfCLGTvCVEeEr5xWEV0b59e6dcnH/++cVy/jCW6Vjmeo3WbBf40wYVpM/VSuXLceNc/Ih0nKcslXHllVcKo+qFFYS6sMsPXysU6mB2Nu4ZRv65X4L3TPi44lg+5JBDnAL91ltv5Tp9Isxo03nnnScvvPCCQLIkI1jffvfdd9KnTx/Za6+9XCr5O+64w7n7Nm/ePJkiXGr1osaSFN60FcsbgqiXRIl1nZO5NyHJzzrrLBk4cOCG1PZbbrmls7bD4q60DmhuV2lLef3yU+TcZwbLmB9mul8tTVvZ98zjnPI/U0mA617N1oe/mfm73Dn4YzmmUQO5b+in7hZ5Z8J02a/uTtKp6T4uI8Xk2X9Kt6ffkpcv7Szxyq62TSW58Ll35PMfZ7lyur80TC5v11xOb9HYLataKKvUsgHSgfmSLJFkw/Oa0xpzTrJQmGxE4NJLL3UvXF6kKPwFkb/++iuPOwSdTZhgHvjWrVvLDTfc4EiGunXrFuRUdqwhYAgYAoZAhiMAgdykSRP3C1eVkUJMXIMkBHEjxo4dK1jb/fPPP+4QRh3jWUUQx6cw5BPNEjF06FC55557pEePHs5kujQEyAyT+nM1XscVSqicqh1yk/whUFhEg69NYZfvzxNrinVTpkosZTEZzFIhUObNm+cg8NPhw4cLcWogHlKR4sIyFk6p1L04941V/2Tw9CSZnxZnO4ry3AfuWku+63W5zPx7obPeIROFt+KpW3Vb+eCGvFb+X2uqzLB8fNO5zuKh9naVlXAs5zbHK/upczdaGYXLqrBpefnqrkvc6i01rkRJlkiygU4D5vke6JLcwHTWnYBhKP7gkwrZgDvExIkTcwVxZKQKfDFPwmqhV69eG9whLLd7Oq+alWUIGAKGQMlGgFEpRpb4tWnTJk9jMP8NEhF+HpNYvjWrV692x2AVgfVD2CKCZdZ7c/A8J4izAr/mZcuyTUwh0S/T1JR3azpKsjd17dpViuN79s+CBfLCk0/K1O+/F+JjnKQpMltremfk7TfekAma/hnhG8y299UneammgsaK4Yrrr5cd1JpwpX63P1G/7XfUBPwJNQWfq6bkp6gFB2V/oMrTXxo/6Yxu3aSRDg7ceu21DuP71bTeJDYCWG++/PLLzrIBKxgv48ePd6OpbCfd7FFHHSVdunTxm507KSPyXMtjjjlGnnrqKcEkHzffoEl3uHxMyq+77roN5QRniLPQTa8f8vfff7sYZZiKk2Xm7LPPdnUI7p/MPH09YjXQxkGDBm0YHSZWAq4ExHThWcMSKNnBvHvvvdcNTHF+Anw/9thjDge/HkIMFwdknFrcEHOAATGwuuiii+T4449322L9hTHz+xH0lphtuFlAgi7Q+z5ZncBn+nlDnzXm8f1/9NFHHc6///67P4UjRsOEnt9YGFhSNu8rrgVxdH766SfXl7/vvvscXv7cUdNE1zDRPRxVZnAd72wGGLFmBudT9L3UuXNnZ/GMVQjuHcSP49nITxti4cn63r17O/cJ3tV8Y5Bkr3WwDSV9njYnG+chVlshGCAqwpLfsks6yeBxyEM24DfKAxjVofEHleUpuHzxxRcxIcAdgo8gwRv9b/Lkye4FArMLsUCgHKYQFskwjTFPZhsMAUPAEDAEyjwCKCGNGzd2vzAY+OqGrSLo2KKYYC6LEoHQGapRo0auFJ5BUiJoLh48B2UFhfP98ccfTtGBcLjrrrucaW6s0bbgsemYn6Pkyulqqn/h5ZdLmyOOkAfU2qKrdtrvUyKgiwbxO1Hn5ytRcK924HffYw+558EH5XONmzH6o4/khddec0QDhELP226Td1VhxKqE7/qWStRALjygREojVb46qjJQUzOOLFOF9lUlI2j3zdreKprNxCQvAq+88opTaohpQEwwL0888YR0795dnlRyCGLg8ccfd4oW5ALKKm69l+u1pN+Fmfurr77qlF8C4aEwks4b4iCqfMgGRtVRJhlVh1RAWeNanX766a4KKNNH6H3CuSEyqNvRRx8tzz333AYywtc13pSyr1XSiXqgMHLPINQbYoV+NWTfcccd59qULNlwvZJfBFiEQMCVARIBgdRDUWcgC4FYPPTQQ11WnJ49e8rVV1/tXFbAj0GtKInCjP1eeuklwZIXrAk6/sADDzilF5P6ZIQYYlWrVnVEJ+QI7xqu0/333y+36XMF+QnmD+qzFxU0srCwpO7E2OCdNXXqVOfyglvHEiUasRCLJYmuYaJ7OFa5wfW8a3FhgIhC4YfcQMCNzEZYsnHvIqm2IRaetBudhvc+5BgB6I899lh3Dr4HJoZAuhDIQzYQQAbZZ5990nWOUlUOuBCV1wsBVfgIeGKBee8OARvMy5+PGOQCI0cmhoAhYAgYAoZAUSGAOSxm0vxwzwsLHU463+EfHeyZM2dusIpA0eAbFiQgmKcTHCUodJhR4wPNyBwuFih4WGkUptyjEfCbtWwpp+cEt75eo+53VJfQB1UBg2xALlDldbRmFPhC42E8rcGf+z/zjLym2QUgD5DtVVF6SJXgX9T//rscZQ5rhz333tttr63KQHM9h5f+OlKKgmlEg0ck7/S0004T0sqi0Hvh3kEpJpODD0YOMcAoMaPPjNhjHYPyS9wsjmcbSjsK3iWXXOJciSAbosrHlQeiglFiBCWN63TVVVdJy5zrd80117jnglFjBIsBFFAyKXjLB7chwR+DSQRDxFKAfvePUcoAAEAASURBVKAXlFieQe57LId4FiAGkhWOI1YYvviQL+CBjBo1ysVJgWRE6JfyzO27774uQCWECYo+sQdikQ1RmOGSBWaQIl7xpA9LHcAukUBeYpXiramYcu0QiBMIDt5FZHiLZapfWFgyio/FBteeUXwIKLDhXRdP4l3DZO/heOX7bVihEM+HbCfcQ96CGjc1SDgkP22IhSfkzzcal4YBUgY++TEYGiQDfd1saggUBIE8ZIOPiM3NaZIXAXCBJeTjBcFAZwwGcPfdd3eEAowyxEKjRo2KxXw0b41tjSFgCBgChoAhEI0AZuN8r/iFBeUFs+cwEYHCh9LAt5BRMZQ6r1wEy/Cju1hWoCQRzwHSoXXrU3W3TYK7xp2nHF+W35Hvbnj0DVeID9SMHUuPaTqCjqxXy4Sd1f0RxWblypVO4eM4XB7aaaT1XlqnW9RaYTf9hoclVtyJ8HlbRpA44bJsWfIED0Xh5Jr4yPceI0ZwydLC6C73DakkEVwsIBoQ7//PgI+XcHDU7bbbzlkbsJ20ja+p5Qp9NfppCEQbbgcoWbhQIFiyYPofvF/chiT/wnWgbVhtMPjUt29f59bgCYIki3TKMc8nhAJuUYx84+KAm4QXyBFGxYn5Rd+UcyJz5szxu0ROw/XFmoEBs6B1M/hDYniMIgvSlT5jAW2mb0ybUWRpN6QO75EZM2a4axGLaAiWHa5bQbGkHVg0cA/hegaJRRBK7sF4Eu+8yd7D8coPbsNiBbIBVyHIBixXeA9TByS/beDYMJ4QdsT4CZJRnuAIv+M43sQQyC8Ceb72/qEL35T5PUFpOw5mmqjgfKRg4t9//30XnIsXKuwnpmekDC0OP9XShrW1xxAwBAwBQ6D4EEAhQMFr1aqV+94RiwF/dMgGlDxvhktnOJ54sgBFCR/7Fi1Q7F9zneh4x/ltbyqxsataGwR/A1TZCstvOVYWl+tI7Hs68stvuCqtY7TDPloj6QdjUmCd4AM9/pRj0RkuL9aydcRjIZPaehRPJKx4eqsDXA9iSSoWMsRKuPjii915cEXw5IUvH9N+Mi3wwz2DerEteL/Eqkei9YzyQ5igfHfo0MGZwjM6narQt+Q5e0atcLAYItsD1gdeIMZoJ1YeEBFYNuRHcLtAsFoKCvd8ovse6xDIScgFrFBwv0AgQnAnZtQc6wYfFyBYfjLz6cCS7G7UC6tjXFJwU0gk8c5bkHs46rxYN/DOhRiD9OF6e6sbv39+2uCP9VPe31ixhC2u/TX2U7+/TQ2BgiCQh2woSGHpPhZ/O5hHHnReXF7ouOBH5k28/PrglH0+1OBOsKmYcIVHRYL75meeIEC3q3kmfnfBuuWnLDsmdQT89cUEE/Y8ltBxoCPBPvgOe0nmHvL7ZtoUv1DSVfHD19VHoqdNdGowAw3KEDUPrqsjezwPJrkRSPc7ZuTIkRuuDdeH95eJIVBaEaCzjuKTjHk1GKBU0omdNYs4D2dIvwcvdCOMifBpqmbtD6pJePBHPIawbJEzAj5Z3/thWbF8ufwdGAWfr8Esh+loN64TkBmf6mhi0qJtMCk4At6ClqwqQWG0FUlX9hT6CcQR4Z3cQq1ZvPgYBFFpDpfr/ULA04IKzwYEB8oj7eI7fPLJJ6dcLC5IWGCQLY7UjASxDMZBweceixDcllBQk1GioyrhLZRScfWgHNwJMP0HX3/daCfKM4OYxJ2g7JtvvjnqtEmtKyiWWK0QdJFBQlwTwDCW9VKwQvHOm+57GBINixXuP64z/TcfX4Q65bcNwfYw768zbhQEnzRJPwJT5vwpvYd8Kof1elYeHPZZ+k9QgkrMaLIBMyceghEjRjjG1uMKu0uQIUy2Yo2osH62Ro/G5w9G2Vg6j17pmKJY4xuJGZhnlqNahjJJHBLuFY7xksw95PdN5zRYh/yWix/mRxrMjJGaG2+80QWJoiw+9viMBkkV1hMAixFFppks6cAm1fal+x1DR4uOLWToI2qmTeYaE0OgNCOAGXKU8M0NWvgxmsnAwUMPPaRm1J/rIUvkyuufcS4PUccH19XVUdZO6m8f/OEaEZY6GlOCQI7D1Dz/ex1J9cL7/ip9X85Tdw4vN6jiScDHJ7SPAAlyoxK3uGEkI6tDnXM67tZhTwa53PvgcorgMhEULAwQFNSCCq4HKPtB9wnKZBACdwkIM+JDMDDhhfuFYH30IQsqWCQQeI97n9F9XCgIbOldlpMtH2KEwQRIE77xkApBIdYFiijnQXyGmFS/qz5gI8R5UFC4wSWWYGmBgGPQcgNyBIWc+vA+8Eou+9JniVcm+wSloFjilgPRQHBKXGwQ6pUIo3jnLYx7mGsLCYIVCBYquIV5yW8b/PF+StBJMOBaBck+rjOSynXxZUZNtasqGiZDy4vaWrrXLVu1Wn76c4FMnTtfNmofBW9zovu14GdIfwkZTTYQeZiHLszQwvzRwUGJDJvfeYjYxx+birmdP96mmY0A1/2KK67YEHgoVm0JqhQV5CmZeyhWmfldjx8ewaHSIfir8lwQIT44uhFVNqM5kA1hU7yofYtrXTqxSaUN6X7H0CFEqcJcNtF1SaWetq8hkIkI0DFF+UGCI4SMbPIMoBRBjGLeDemPCwbvowMPRInM9sN3B6fpjzqcc8EFrqPcRU3M+2hKt2eUnO2kQQlxmyBNJfKSKkAQDxfpN4R1kA5/qPn3bep+ERRPPniSoprGp0BGqSKG9QRl41bZRl0nm2vwaMhLk9gIeHy8Eo91altNSYovv4++z9EohGQzQNlCUNYRzMq98E1Dgkp7uHzcfC7Q+4H+QtB9goEK7kvuF/oRKOm4CvF9hgyj34B5OS4JqUq4DpRN2kcE5Q7ldG8NNIqVQqrCAAMkHgooQRaD4r83uCxg5cBABIK1AfEqEKyQkGCci3B9cQ/GTB8FFPwZzMFFGNcpRtsJFBll8UFqeOpAeZTxvaadJVYLJAj9LdoOyQKZ0U+DsrL+pJNOimsVFa5bQbH0SjtWJlgMYGVBTAQIEGJ3MIiJeJyISYPEO2+y97ArKMk/8PfWL+F+WzJt8PUPXmdOHcbTP1+4t4xWRoD2E1MHIRYFz0hBBaKBbM3aVdX4KaIBKQtaYsk5vlm9neW0g/PGQipIC8b88Js8UAKtJDKabPAXxL9E/TJTXtT+oQuuD8/zkYlFSIT3teWSh0AyRFLU/UNLk72H0oEKHSMiP/PRKizBz4+OCNOwhDsm4e3FuVwU2CRqX9Q9kuz9Ye+YROja9tKKAMHneE5QGMkRjyUPiiE/Ou8oPERXJ0VfUUl3PWdnzW6wXEcs+2q0dVJYNthzT7nmpptcFfqpsnSH1nVrHS30I7Arc3zo39Zo/xfpiDbpMy9SE+vpGkwOuVIV1ilqHbd7gwayhxK93+soLtsP1V40o0woK2uVdCiJI06ugUXwh0Uebq0Iyi/3C4JVAQG3yUjRVUfu+U6iIGPtgIsqRIQPhEjgQxQkUilimYC8/vrrzrUgqnyi7UNsMEpLBgqC36HoE2zRm79DMKBsMcJNqlbcFMk6FrYQdCeL88d5OnXq5KwX2A3Td0zUuSdQrjt27OjOw36Yx+enX0ogP0blwwoo5yODACQfZfPDha+uWv9g2UFQRLIZeMwI7sr+UZgRMBarBgYziG3AlP2ZEnySekfFsoBkh9CBTOCaEFCSechILDpwVSEWB9cTgoc6sn+QpKQdSGFhCXaQA5AIZDKhrcSXoE3cB5ApBNn0RBbXM5lrmOgezm5Vav9YU+D+Gya8ErUBkiB8nWPhyb1OphGuEQFBeY9zHcGlgb7r0hG7T7ukSkKJYi5q7Ska006UyBN91kTjoqSGSVHsfVn/IfLOhOy4Jek436Z6b6VL5vyzWC5+/l1ZVwLNRMrpizCXdQcPDT5NodX5xorOCMFq+HhgrsaNTG5dL7Cl5PqGaUZJwufMm4H5fTClIzWNrxMdBGImMEoCgxtUOGHnOB8m4zyojJjy4uAlkg5JNz7pqFNJLoPRDDBl5IuARLzoedHxEUQxh92F/e6tI1Q+EjIfKm9eiUkipnh8TPm4wsTSmSCeBuwwgo8ksTX4mBANHYm6hxghgfFeuHChM6Gkg8B9yfNAyixG5vjo0uHBXJ6OtHfP4RjaAXNPYCk6NTD33PPUjxc5zwJ1YxsjFHxE+OjxsaNttBsfQp9L2VU04o/gVgSG4nxhwTSOTkGQkaYNPCsQDuT7RhI9l+Fyw8t8gMmDTvtIZUbkZIKkMqJBALigxHvG42ETLCNqntgUvFcQiEfuGerj16Pg4EYV79r4cgvjHYPJ6IknnujSlfnz2NQQKE0IoMTlR2nCGEINF2XQ8P/kgGaFQ8AuUxe6mdoPqKMKVyV9t6ZLaPPv+i7fSfsrvu3Eg0AqqmVTSZQeN1SUGdM219Fs1QyKSYg9xGg436lw0LqiqBIul4zi41rBtzie8G3n+099+abHE+IVoJwz2oxijcVGQYR+CiSM73sEy8LKhp+PRYHlEcs+IGZw32TmqTOZG/iWMkru+1SJjsXymHPTFwnXkwCSlEvfLehmlahMtqcLS0b4g4OV4eVwXZI9b7rvYdKIxrpfwnUOL4fbEG8ZshQrFJ47dCWumb+Hgsflp08DJ6icnxKywZJEr73ovSlKSon2e0UJR9GYJjn7aF9Sbx5Rlip7h5zVWXs0kGX1qsnyYw/JXVgal2pfcZ9cdHhTuaVDm6RK/fqXuTLsux9l0kx9VjavIGcfsp8c2XD3DceOnvardHn0NblW63xdoN7Dv/1RRnz3k/y9ZJk0rF1dLmvXTLapuIU7DlLhjS+nyBabbSp77bSjPPnxl9KkTg15XdfNW7hEGtSoKk3q1pSuei6mxSEVpv4iVR57HXMZ0RfmxiqQLYg0rVzUgKSPcgkUGpyF3eWDTNwF3Brw3/KCvz2ma5hfPffcc+5FBsONchdLUM5guVH+YPA8AcH+KJsoq2xD2eLFiKIVftnFKtvWFy0CEEgov5gYMgqGskokZBQ/MnrAjvMxRxgF4YPHOq5pUOgkkBaIgD8QSyidKPS8fKMk6h6iTAIZwSajOHMf8bFEKUd5xn8TBZ8XMsoz5nfcv1645yDRUG6JmwCBBnOOoABDLiAQDJRFhwpCjHzekGyUx2gg5pHBZ8QdlMIfH4ugFQPkCM8TpnGerae4eM9lotNxjcjDjVIP1uDDqBC+moxMBYNtJXrGY2GTqA5sZ4SLTgvvAcgcykJIHcXIGcEzkXjXxu0Q+ou6P/wu9o7xSNjUEMgmLXnOIHQzLWbBVvo+2Ft7sukkGrjm9GdwyfBEA+sgGUoq0UD9M0G233571x8sDqKB9vP9QAFORDQEsWKQJJF4KwBc9oKKI8o7fd9EP1JRBgV3hFh9WpTBoJKIxV5+iQbOSZ29VVKyRAPHER9jT7UmiqonQTLpB6VKNFBuurAMEg2UG15mXVBinTe4D/Ox7mGy+CS6zsFUo77c4P3i1/lpuM7hZb9fMlNIMAb7uF6QS8F7yB/P+z1dcRwoE6IBwXNFeTvtB4sO4olavKhr1KJCV02zT17A/69+mSPHPzRA9qy5g7x5xWmy8/ZVpOtTg+SXv/6JWzJBI58e9bWc2bKxHNdkD3ls5Hg56r4XZcXqNfLZjzOlvZZ5/3tj5JVx38kNr70vY3+cJcO+/UnJhf1duY2VeOh80L6y03YbY3nEPWEGbFTjlsITlJvPPvvMjSpzFkaX/Yg0I5oEUsN0jtFQBLYYRY4RW5Q2FJewYPqGMody6Ec12QdGEQUIhdBnqcA8CP8ylEaTzEMAP0A6bFim8DLH8sBHQPY5tH2teQnSEYgStkFC4GfJC7F169buPnr44YedhUP4mKh7CAYeP1Fe2HygsYjho859SjYTrBlQohlRuEnNcekQ+SBWWElgUYOJIB9Q6o65I2QKgmmjD7rEcdQPwaySeW8SifIO+YDPZVScCXdQgr8w2YBJKnXG+sBLvOfS7xNvSvtQusGFsnlm+UBBLECw4OtJZyLZZzwKm3jn99u4b3i+ue5vqPmzf1+M0nR37dq1c/dLomvjywpOo+4Ptts7JoiSzRsC2Yo3lln8MLnFDBfSlvdNlDuXYZa5CBALMc44T+ZWvBhq9vPPFbWfsI26NJApbX91yWit3/yrUqrJunWV1dJBtawEMnDgAToYk2CnMr4507FcuPBYvdbxU2yuWVMxI5+/efOGqFXvAFm6dIb21yup3rVlSvUMJACKeZd6FU27ktqfFLlE6kk7GSZnDq8s7XcV7V/GPLRYN4xSqwV8A/asuaNU2LS8HL73bvLCmG9k0qw/ZLdq20fW7fs5f0nfD8bJhLsvdWRB091qy9CJ02X09N/kza++l7NaNpFHz24vHR9+WZasXCVf3XWJ/Ls023KOQJMIpEaL+nUiy8/UlYVKNnhzOJQnRojxgfMsLaORmCYxIh0UTMjx1cO83isPwe1+PuxLRLkEDwqygzC6+I1583t/rE0zAwGu/ZNPPuncXeis0kmNRSjEqzHsLwonwn2BBQ0KMH6d8SR8DzGiAXEB8w7RgGBSCflAxxnFGqmrZrmQI95SgPsMNw4UbqwpUMQxI+T+DgvlIwSuwpoDf2d/f+I2wvkgYLzZXvj4RMu4UQQtG9g/3M54z2Wi8v12P1oCLrQb8QSRD0qU6jPusfHnSGYKwYP/LX6pXA/ctHCj8j6+qVyb8PnCuNk7JoyQLZd1BIKjaRC9WDBC2vIug3DFjQjigUGGqLgoZR0/a3/JRGD33a/Q0fsrClT58uU3135F6ikwC3TSUnpwpmO57bb7af9xvxKJfs2a7dXCpX2JrHuiSq9as1buevuTXLutXrtOPlXFf/mqHNML3XpQvdrSfr89c+3HwlVHt1SXifrScOfq8s1vv0v/zya6feYtjLaqZuMgJRTWK0PR9elBbl/+OFedqlVkyYrsFKTVK2db6bbZa1fnSlFz22wLBk825KevvOFkxTRTqGQDgGASjhkzpul01jG7xprBpysMmiKCAcoDgt97KoJpN4IpUFCoQ0m8MME2lNZ5YnNgEYAVC5HLGY3G/cCbw+e33T6PNubw6ZCw0kmZdJzxhfSCieEdapmBRQSBqLCU8CSC34epvxf9/U0gHyx80iVkpwiTDeGy4z2X4X1TWQ7GTuG4VJ9xj00q52RfXF+IOE5ucSwrSMGFhZOXZK+N3z/W1N4xsZCx9WUVgbDJedDMlncckf2xWISQZCABQjk7Jk21sgpZxrab5AZqIGZiCBgChkDaECBmQ46Rb8wytTutFuiig8+ibsYiJzeeIds1O1bkmMlq1hDzsAJvWLtuvbz1dXYQ4GBhU9T6YLbGTfBCLIYosgFrhsUrVkq73s/LPrWqOcuGkd/P8IdFTmeoi0WlLSrIyBu7RW5n5SY5g5Llc6bhHWOsDu+WUcubFGZtGN1g9JrOP+bcjPoSAA/feh8JOJjflbowqoxgep6K+Ny93gw/lWNt3+JBAPcWohETlJHrjt+vT/dTkBr50Tb8BotCuM+Ji8CIHvc293hUhGXq4hVq7xMXjG/g60qAnqjUUn57vCmWPInaHe+5jFd2qttSfcY9Nqmeh/gTWIhAbBLhGvz9KGoq1ybRee0dkwgh217WEGCwIIqM9Th4QpaYLlg64R4GIdq2LenAesjPP07IFXfJH2dTQ8AQMAQMgdKLgHocO9HELxoAXjQemqgbtahbsaaIrbK+SBq+lSr9PzxwVa4fBALBGoPrb+7QOrI+uD+c0u81Ob1FY3nojGOlXvVo14ngwRUrbCZLV64WSIewzFqQOAYMx+gQevjQjF8uVMsGAuD16dPHWTMQDZ8UWKQYotNB/AYEl4mgeD94H9shuC3evPf7JmUPmQi8oNAGR1v8+oJOGdGBEEnmFx79Kei5S8vxjEgz6oWFA+l8uD/I5kC0Za8sBvNq+9gbia4nCj9CsMV0SDAIaVR5uPxANJA/3rtf0LkOHucVaR9EDXcJLDiIT0KgQzKnILSNAJIExEyVcOP4oBsRy1ES77k87LDDog7J1zryiSOJnvEwNqmeDOIGlytidOCqNXPmzA1FJHNtNuycYKao3zEJqmObDYG0IEBcE9y68vsLWyfGqhTEn5effpqus02cv6t//v02mxoChoAhYAiUHgR8pkYIBgyC1RPZJSvQMWh1tyu57ez34RfOJeKE/fdyjfCuF7lzPOZuHxYQQ5Sk6PXuaHnu/I4bBiDJavHUqK/k2fM65j4gsOQtGlb7IBeBbZk+W6hkA40ncB+m4oxm+MCNmLkzTzApskagEBAsD0FpwwcfBcwLEecRzOL9aKnPNED+WFwnCDLZs2dPF5yOYzGrxmcf332EQHK4b+RHgXMFhP5QbBh99j8CVqIos0yqvaCiiX8/ptz+Rxv8PNPgMm33/vChU5a6RTqfZKIgUwJKOsopI2GMUhMoEZIGkoqc1yjpRPRF3nvvPUdO4J+PoNgTE4T4AcQ6wGefGA4o7Yi/f3wsAbdS/8L3ENeO6xYkOOiIY2lA+V44H+u5zoi3pMBCA2Wde27ixGzfLeIyEEiRqM7I8OHDXaYLFHBSePbq1ctF4MaVgnJIJwnRRoDFVIV6QVpwLtxTvATb6dfFei799kRTMmcgQax8DAvIIiTZZzwKm1RdS8j2QdwPCKagG0ky1wZrEH+PZNI7xoFof4ZAAAHemTznEANk4Unml4hE8CRu4DRuFhIBQpRniCnvY34s847mfcsy70beh/EE8pjz8GwSyPmYY7ppysDtpP4e/+lhG0mIeGXYNkPAEDAEDIGShwC6sao9mrlM1MpdNDNHyWtDVI031W8kcq9ml2hRf2fNIPGZW540a55La3l0o/ry5+Klbt2CJcvclAwUBIgcpqkvO/d7VY5tvIdM+32+fDx1hrx3bXa6yAU5ASHDlg7VK2enmPxI004SK+KLn2fLxW2zB/Vc4Rn8V+hkA50jlCcUD3y48Wf3qS0Z1UVJgARgHWbKkzWvKooYwfjIx8t2r8R06tTJkRCY3rMfggk1CitpZbBqYJT8gQcecL6ikBn4zjPyScfJp69Jx/XAQiOWoDCj2Hoignl+KDJ+npSOfl04kCD+rZAOkBBRU9b5H6l2UNS9JUCsOmXiehT7fv36uXSXXO8/NPk6ZvBcK64ZWR8gIsjWgCUM2RpYV6NGDSH/MGQDy4xm77fffi5QIPcMo/uQS4yYPa75XjkOIQ0knWTKQ5kN3kMQVOyLEOyRfbBUIDUnQmYFCDEILdZzX3MNGVEnDgn3N8HRiBmAxQaKL/c6cRyGDBni6szI+DfffCMnnXSSDBs2TBo0aODuEe7nO++809WX89Ge/AhKCOQbCggde+4J6obfNEI6SCwmOEe85zLRuX/99dcNARjJ0gF2J5xwgiMVORYiA+IIk+lEzzj7E1gyjA3rUxGC0WEd4zN7+GNZF+/acL+R5jQT3zG+DTYteQjw/EFS8kwGfzybwfXJkAXBfeIp9bw3+XZADAR/niTgfQlR4JcTTX3g10To897jWxYlvIN41xCngZS0xOXhvayv+kKXkVqvoTqQ8ZBmySmJ38dCB8hOYAgYAoZAISPQqpWo1bLIoYeSvaiQT5am4suXS66i3Y9uIVcPHC4vjZ0kv87/Vx7r2l66Pf2WkKWC9JR/LlriiAWqNVhjQ1SuuIXgkvH65afIuc8MljE/zHS/WprCsu+Zx0mNKlvLB5N/3hC0cpySCex33ylHStWtt5L6NarKXjvtKJNn/+nO8/KlndPU4sIvppwqfFnB06AcoPiHVgd3SXoek3A6XXQ2UAKxQKBDFBZSyqG4+Sj54e2pLjNKSUeJ/MB0grAeSJekEx9fJ0aePPEAIYEiHWvKtuBosi+DTiTEQ9QPRR5Cgml4PlZsAV9uYU59xgWuF/WAQAkL2HAPUW+m3JdR+ZnZD2zqqn1WcZnlYkHAdfASXuZ58BkTgs8BygREHK4VKACJBMsXAiByL4YFDMAyWI/wPsk+l+HjCrKc6BmPhU0q58Sigvsk6vqHr0V4OZXzsG8y7xjuU6Lxk5bTJLMQgBBG6Q//vCWTXx8kClKZ9+5SsVrNM8o3KoocCBIFfp73gp+PNfVxYGKds7DWt9LeZNBVincb72m+OQwWYGWIFURQIBsw9ho0/D85oFnhWDY8rtaH9ytx+5NaYSXznZurFhqD1TqNGBR77L23PKckRWsdsOh20UXyj75XX9DMSVO1nwL+J51yitvm2zRPHY5f0yxE36lF25Z6XWtpe29RS7x7NBPXn9pY3kn91OLuF81S9IgOhtAn2lbxuVvnkUVqJTdEiZHFixbJSTpg8qIGu/1FA2wep++P9kpOz1US+d1Bg2SSktUHKJF7Sffuud5zHyh5/aH+Fmj/YR8ltS9UQjzeN8DX20973FBRZkzbXC1DS54vsG+DTQ0BQ6CUIPDjj6IjxaIjgqIpBTc0KmuPBrKsXjVZfuwhG9YV98wafZev0UCTW2osBoSgk6wjNkM84Rs58++F7j1OJoqofmvU8evXZ8mcfxdL7e0qqz5dfO/rCmpdUeWx1zERF1VcNlZVv386cpvtJ7NxrRSqZQOdDv+Rx5Q8lqAg02FJl3izbMpLJ9GQrvqFy/EjTCibyQgWIChvUT8ULr+eUW7mMfdnvQ9wFzwHnV1PQjDqzw+SJjzv1zGlvnRk+NHxSvYhCZ6XeW9pErxe4X2Cyne80SmPYfj4olwOd+7CyzwPu+yyS54qgWGqKT8Xaac0SqIIm/B+8Z5LXFWIqRJPaNeoUaPi7ZJnW6JnPIhNfuuAchNLwtcivBzruFjrg/ds1DsGZRMCxSQ5BPjwghnKPiQk0+AvuC4470kBPw2TBX59eIqyF094p6F08mx6UiA8xTUwvC7Z5Xjvsnj1ysRtfD8QyDVIHIJCY/0F0RZFDGdiG8apNeU1apH2hw6K7KaBhflWMv+3utYdoa5Zp2tbLlT3jzZqKfWAWtt11QGZ+x55RLqoVSZypRIqLbQP018J4E81I9Hlmn4ZsuFGtWw7QC3YIBMgGyj7xh495GAlBKor2wLZMENJhevVpW7iV19JDQ2UPEIt0JqrGyDnv0qJjtHqavq9Btluqhaik77+WkZpIOWt9R18Vo515YNqbfe1hnu/TokNyrr12mtlxNChMlzdOrdQYtrEEDAEDAFDoHAQ2Kx8eeHnZdPymwi/REIfY5cdY/dZYx0PwQA5UdIkD9ngFUA6fvGiTJe0hqarvnR0ixsXCBxcCfilInS4PfEQnDLPDwWWH5YTjMD7eaZYDqAQhIUHhg55kIBg3nfS/ZROuJ/3U0biGKUPToPz/l4Mn7OsL9O5/0o7pqSJhVx4QkfgUr0XYmGIywGuR/GksGOKZEId4rU/3jZcZgYMGOAsVbjPi2u0OV4do7Z5ZZ/3Pu84Pw3Oh9eFl6P2jSIP2C9MJLAu6v0SriukFO8F7kGm4Bv1gwjw75ao7X5drH1Yz7vNJDECENPgSdwk3MhwiyppcrDa+OJucaq6VPGtG6MWCguVqEfuuPFGaabv2tO1fcj1GoC6o7r1oeRDNmAR8bXG6TkUW2GVVjrdPyc4LqTSLjqIMGnCBLeNPwiF7XSAxUs9dQEboCTFPurmQvrgV5RsqKLv+FkaYLuVuody7FANelxZcb5EXfMOadxYpkya5A6fOmWKPK5BuMd++63UrFVLrUSayXB9B43R/QerO9tpXbv609jUEDAEDAFDwBAoFgTykA1+dBAz/lr68TLJjQC4MEpbEsV3sH160VTawCgtpucQEUzpkEVN/TpcAzA7xj3Ez7Ps5yE+EikXdPbp9PMLKhjB+fA2iCC2M403zzZIGz9lPtYyo3OZNBLpgxmmcv2S3ZfYF/yKUzKhDvltP/Ef+CE8M4z0cs8zTeXHyKrfH6WeZX7JzCe7H2V5woBjUhH/rPhnLWrKOn6QLsSfYd4/z8Hn1q9LZjvPq0lmIUBsGmLDQCgXp3yiI/4o2V6+VZcDBFcGSCovWABspfdkWKopQYW00iC/3IuQAkv1O4eLApZQ01SxR9arVczOdeu6MiHJdtJ+Ui0NfPk/JR+wRrha4wj1UzeIVKRSjhkq1g4QDUgdtYKDfKip9YBoQGrreXgGIDiQd9RFi/fMBURey5EV+m2lfkswbzUxBAwBQ8AQMASKGYE8ZMOee+7pqkQMBSMb8l4dcPEY5d1aetfQWfOuFeloJUQDHTVv3uzNn6OmfhTUj4gyDc6znVgFfr1XoLwyFV5ORHJEtQ/iA8IBJQvywf/Cy56YYF9+8ZbpSLIP0/B81DLXgPVM482zjfom80tlX48L+HkMo6ZR6zg2uD48T4c51g+T91jbWB9vO9v8j5gfPoZMcJ7tweXgPn6bn4a3eUIgakrdCipcb6/YM/W/IEkWNY91UdT6cFkoVewXNY1a5/fl3jIxBECgUaNGGQEEFgDvBOLY8D1AWMd7DmF6lVoqRMmGffSZ8/KbBgZGLr/uOjlf3SxiyQMapPoKdZ145cUXZYhmFMI94kR1tSioVIgg18rrN2OtkpcIMSAgKt5L0a2toPWy4w0BQ8AQMAQMgWQRyEM2YNlAZHd8sokgbZIbAXAhe4ZJwRBAWfEjmkVtKRIe+U20jCLJPkGFMtayV1rZ188zDS5DsPhtQUU43nxYqWZfr4D7eT9FkY/6sX/U+oJdyfwf7RVWpnT0+QXJFL8uOI23PdY2T+jEm7INRTpqn+A6P8+5mPekU2FNabuJIWAIJEbgmptvFn5efIDICRpsDJItP+JjHkzOcVsIloEFAVZLuEQ0OeAAGfHZZ3L3Lbe4QI5Xa2BMLCVwzyhMqajuK1hfQDoQDyIoc9QVsnZOeujgeps3BAwBQ8AQMASKEoE8ZAMnP/744+UtZed79+5tfquBq0HawpkzZzp8AqtttoQh4EeHS1i1C7W6USREeJ2vQJAkYB3LUev8Nj/1+7BsYggYAoZApiOAKwPZJYZp0NwLNYgjmR4QiNurlFC4WANhLlPC4TmNvn33gw9KX02lC8Fwg+6L+wXzWCIguDUQ2JH3qieG3YY4f+wbT/bSSO3UjaCVT6hVhX/HfqMpiZ/T7BmPa1plE0PAEDAEDIHCR4D39Ul9X5EtNttUXrm0S+GfsASdIXLYrFu3bvKLmg9+8MEHJagphV9V/FL31pRYTZs2LfyT2RkMgSJEgE6qtyzwI/be5B5zem+F4n3tvYm9N9X3I/scGxz991YJvhNchE2yUxkChoAhkDQCpLdEZuuAghfegedopgnIhS6abriPDsA8o/2ATscc46wGGuXEtxn69tsyXzNXIIe1a+empKhEDm3Txk1vUGKCuBIXa9BGUlz+pSkxR44Y4cr+W2MbIcE4CyvJzKK/eRoHwstyjXvEOp/++rSzz3bxJ97X7BNndOwoA59/3mWjuOL88+V2jSFhYggYAoaAIVA0CKxXsmH67/Pl+7l/6Xs9N1GciDgumhoW31kiyQaiSR+t6Z56aIomk2wEZsyYIS9pHu1rrrnGIDEEDAFDwBAwBAyBEoBAMq5IH73/vlyvqS2RLz//3BECnnzorjEeOqvrJIp+3/vvl5633SYNNLbVNRoI0gtBI8lQcfv118u1GtvhXLV6OE7TZSInn3aaNNA+1XDNMnGL9h8IQLmPxrlo2ry5yzjxq/Ytul94odv3p+nT5SYNuPnzDz/IaTnHQ35cqAEgf1Z3EAJBQnyw3zWa+QPyd8CgQbKjumx8rqkuSXtJaswHlBAh2KSJIWAIGAKGQNEgUF7dXsffebF8fvuFOni3Ma4VxAMWD+v03V1WpZyyLbnplxwkJqmP4gHqh/is5oYmpVVZF8iX2bNny+TJk51feVnHw9pvCBgChoAhYAjkBwEd1Bd04UHD/9N0jevyU0SRH4O7xExNR1mnbl0XlNFXAOWfGDwQDn9qw3ymCr/dT3+fO9dllsDKi3gPxFtIl9CNI1UmZXP+VC3JetxQUWZM21zGjt3YQU5X3awcQ8AQMARSQkCJVc3BLqpwiairmJesPRrIsnrVZPmxh/hVJWJ69zufyKMfjpff+90om5aPHOMvEe0IVrLC1F+kymOvi6YlFMnJpuS2k5VK3QpFre6CEhmzgR2aNGkiV6rZ39VXXy2tWrWSXXfdNXhcmZp/6qmnnEvJZxoAisBwJoaAIWAIGAKGgCFQdhAgXebegY6vbzmWEz4AZd04/SRSZHpJJ9FAmZAL8c7tz2tTQ8AQMAQMgWgEhn/7o4z47if5e8kyaVi7ulzWrplsU3ELWbR8hfQeMkbWZ2VbJlTdeis5pEFdeXvCVFdQkzo15dSDG8mK1Wvko+9nyFtfT5Xnzu8oWDr0fHeUIxrYsfvA96RmlW3k5g6t5etf5sr9w8bI1Ue3lOa77xxdoVK0Ni7F0qtXL9lFAyR1VF/A/8pozubP1aQS0uU2NZ1s0aJFKbr01hRDwBAwBAwBQ8AQMAQMAUPAEDAEyi4CvYd8Kk+P+lrObNlYjmuyhzw2crwcdd+LjkCosmVFuebYlvLJ1F+l/2eTZM+aO0ijOjWUbJgm9atXlS7NGsoCJSiue3WEXPj8O46w8D4DRzWsL7vtuJ0D9tTmjeTIhtlZg96f8pOM+WGmDFOCoyxIXLKBIHCDBw+W+Rq8qH379rJMfRbLkkycOFGO06BQx2gwKItfUZauvLXVEDAEDAFDwBAwBAwBQ8AQMARKMwLfz/lL+n4wTh47u7003a22nNGisbRsUEd+mf+vvPnV967pO6g1Q9+zjnPz/xs+Vu55Z5Qc27iBnNfmQBefAWuHR/V4LCKCsv8uO0mlLbJTL7eoX0dYRi47orn87/RjpPtRBwd3L7XzMd0ofIvrqv8fWSnatm0rh2lgoyFDhki1atX85lI7HTlypHTq1EmaNWsmr776qovUX2obaw0zBAwBQ8AQMAQMAUPAEDAEDAFDoIQjQBwbb13gm6LeZpHxbAYpoUAmia5PD/K7yvJVa6RO1SqyZMWqDesgC84+ZD+1bpgof/+3TL686+IN2/xMhZxUx37ZTzl3ULbdqqIjNYLrSvN8QrKBxu+rfopjx451I/zEchgwYIAjH0ojMAR6wn3kzjvvlFNPPVWe11RS3h+zNLbX2mQIGAKGgCFgCBgChoAhYAgYAoZAaUDgtS8ma4yEYbma0qtzOzm39QG51rEw469/nPXByBu75dkWXnFT+1by0thJsmTlKvlr8VI9bvPwLpHL5STENkTuVXpXxnWjCDZ79913lwkTJkjLli3liCOOkDM1BdNMTclUmgQLjv333196ay7thx9+WAYOHGhEQ2m6wNYWQ8AQMAQMAUMgQxAYOWKEtGjYUMZ88kmeGvXRfkjHo46S5jrYc91ll8k6zXZhYggYAoaAIZAYgWb1assj6vYQ/B2+z26RB1assJksXbnakQ7hHWYtWJRr1RMffSl1d9hWVq1dJ1e+NExTEUcmdMx1DAthy4Y8O5TyFUmTDeBQuXJleeONN+Ttt9+W8ePHS/369aVz584ydOhQWa6pnEqizNV0VE888YTst99+cpR+2OvUqePSW16ek3O7JLbJ6mwIGAKGgCFgCBgCmYVAONP4nFmzhJSYTIPyrKYO+0iJiAFvvimtDj9c3nzlFZlBOjgTQ8AQMAQMgYQI7KJBGQncGPzVrbpt5HH71MoODdDr3f+3dx7gVZTbGv52KgkBQpEeQIogijRBpKiAAl5AEAuInKOiIkgT6SLqBTmocEUOKBgUAUVQEZEmgjSlB6T3Jr2EThJakrlr/WG2O8kOqTuJ5FvnCTPzz9/m3T4nmbXX+tYySb3423mgFSO0bKVt6w8ew/Q1WzC/7wtoWqUCwg4cxYRlYfbtJI9aLShGnBLRMXHVLOyOrikadtvtekxRGkXCh2/durURTpw+fTq0LGSrVq1MSciKFSsiJCQEQVIiKrV1nhOu4clrTZW4cOEC9u7dC3U25Ja6oFpxY/z48ahdu7Ynl+bcJEACJEACJEACOYzAyuXLsXbVKrw5cKDzyTt27oymIkLtWhZTb06eMAENGjZEkNQvH/Z//4cuUhGrtFQGo5EACZAACWQsAa1AoQKRWhni2THTRPixEnYcO43F2/dhbp8XzGKXrlxFt0mzMeSpR6F6Cx+0a4plOw9guDgotAxm5RKFTT9Nr1A7ev4ibOdG0XxBpm3qqk3w9fYWkcjiWLPvCPpNWwBNy3ij2e1f6TBVkQ2G1s1/fEQEo0OHDvjjjz9w4sQJk3KgTofixYtnezFFf39/E5Wh0QsqBHn27FmjQ0FHg+snzHMSIAESIAESuH0IaNpCj1dfhX7hkJl29MgRs26sm1SIhI6Gq1ev4ujhw+YLHN2jt/xxSkdDZn5aXIsESCAnESgQFIjvurdDEXEKaDnK/tMXGEfD6H+1QLHgPPgr/DxaffwN/jpz3lSeUDbhUuoyj+g1XLkRjXZjp2Paqs3oGPqjcVLo/dcn/ozNh0/oKZ6oebc5qnNh94lwUy7zhqRhqN1IEO1gGm/DfxwSMvJ3zMht+IB8JBIgARIgARIggexDQL6fkC8mgBnzL+H+OpmnRfCZaDF9NGQI9pw8mawe08WLF7FEdJwWSJrou8OHY+H8+fhtwQIUk433HTwYhV2qcqmDYIpEI/wpulbX5LzSPffgRXFqFClWDIcOHkQ7KR1+4tgxVKhUCdUkZbNDx46oKsd9e/ZglqRKqMPhuRdeQOjYsfgzLMysWU50smrUqoX8BQviSUlX/UbEqm27T4S628qXPYdFN2uCjFEl9f+RNeo9/LDdJVXHd/sHYN8OfxECz9kiZqmCxs4kQAKeIaApY/L/lZLTrhUKnGtYlSoisnwRRDVv4GzLyBN9HVbHgkbmayWKjIzQPxsRBS+ZV6MibNO2guLo+Cea3/b9CP70O+DSJUAi8JwmmQKQNEDI7zNXS1MahesEPCcBEiABEiABEiCBlBKwxbKsbKzQ/fWXX+KzUaMQFRlpnALqKFBtKtVPOHvmDCZKGqnahfPn0bZlSxQQp4A6JSLkj68enTphqjgHtE/psmWNc2HE0KGoKk6CNu3aobg4F2bNmIFx4vzYvWMHur35ppnrUdGNKl6ihHE2lJK0CXVK+Ekk5t3ivCgm7SPffx/qaNDUCrVSZcoguEABbNqwAXVEvDutpl852Z9JWufgOBIgARL4JxNQ54JqPXjC3DkV3LV5Yu3sMCedDdnhU+AeSIAESIAESCCHEBBZJ2OREdn3gdUBoKKMGnnQ5Y038LSUwlarKcLY61avdm58+HvvGYfBSvkWzk6JGPnpp2gvaaV9pIrEQtFpUGeBWogIUD940ynQ+umnjej2S23bOucqW748Ym6meBSVqAiNfrDtNUn71OiG7bKOikraa6kWRLfevZ1pF3b/1ByjIh2iD8GohtQwY18SIAESIIGUEaCzIWWc2IsESIAESIAESCADCKizIXduS1IL0iwblaJdLFm4MF5ZSY0AUHv/7bfjaUv1levctgfEZeZcAXEhr5rSYFsFEcJes3Ilrl27ZlIx5kp1rsJFizpf/rVf7QcfREBgIP46cAB7du60hyYKy1X9qJSar68vVFDyP++8g0kizD1IIiU0RUP1ILRiRXrs5HEv3OW+Klx6puVYEiABEiABEgCdDfyPgARIgARIgARIIFMJaCru9q36J8h1j627UTQUNDLBNtVWUNM2L684R4ceew0YYHdJ9uglgo22nQkPR2REBPLkzWs3maMKaFerWROrRUD7wL59pqqE3khvDnB7yYMdO3Ikpk2Zgh59+5rnaCORESoimVbTFIod23zwVOu0zsBxJEACJEACJJA0Ac9+rZD0urxDAiRAAiRAAiSQQwk0buzA8sW+Hn363m+9hU379zt/9AVdbb2kR9jtf0oJ7HzBwWnah47TF/2Tx4+bCAPXSTQNQq1Q4biSaOYincIIWgpTdRwiLl/GtMmTjbPBTu8w86fhny0bvXHurAONGqVhMIeQAAmQQEYTUA8o7bYiQGfDbfVx8mFIgARIgARIIPsTaNMGOHLIC2Fr/rkBln5+fqh8Uy19nWgzuNrWTZvgnysX7nFRU78uqRfJmV0gzD4m7P/ia6+Z9I2PJI0iOH9+lBcNifTYT9/7o1w5C/fdl55ZOJYESIAEMohAOp2yGbQLTpOBBOhsyECYnIoESIAESIAESCB5Aqp9WLOmhYnjUq5bkPysGdsj/NQpM+FlLe91046JRoLahXPnzHHwsGHmOCk0FHaahuooaFnLrr16magJLYGptnTRImzZuBETREBS7bJEKKip4KNtByQSQ03LWrozLbn5lIhVRouQ5DPt27vrkuK2ixccmDHND507UxwyxdDYkQRIgARIIFUE6GxIFS52JgESIAESIAESyAgC77zjwC9zfKV0Y9o1B9KyD1uv4VZjx48ejRVS6UFt+LvvmvKSA8V5oKKMaj2lvOV5cTioGOQXUg7z6OHDaNOkCYYOGoTnW7fGG/37myoR2ldFJStVroxtmzejs+guPNSwIaZ88YURqtT7i375BVrVYvKECc62MKl40a9HD6P5oH1c7Wkpn6lREy00PCQdNvbjXPD3AyRYgkYCJEACOZ5At8mzMWv9jhzPIaMBOCRUj8kxGU2V85EACZAACZAACSRL4JFHLISfjcXPiy9BCi78Yy0mJsaUyowQwUgtdRmYO3e8Z4mNjYVGRZQICXGKU8brkIqL0DFjsHP7dowaPz4Vo+J33b7VG080yoMxYxzo0iX+PV6RAAmQQJYREE0dVKoESJlfuKShWZUqIrJ8EUQ1b+CxrYX0+BCdG9fGoFYNk13jyNmL+H7tVuTy9UHlEoUxfvFaNL6nHDo1qm3Gzt+0G79s3oPwy5G4L6QoujWpg7wBucy9Y+cuYeqqTfjzr+PILR7fkAL58N5TjRG2/ygmLt+AGCsWT9S4Gy2qV8J/f12FbUfjouxefaQWapUrCX11Dztw1Kzf9dE62CDzLNy6F4Xy5Marj9yPUoWCoevP37RHdIUc6NSwNu4rVdT5TGdkTxOWhpl5g6QqUts6VdBI9p5S89u+H8Gffgdo1J9oCTlNf+999hkgTnVXY2SDKw2ekwAJkAAJkAAJZBqBL75wSIlIL4keCMi0NT2xkApFVpTohZq1aydyNOh6Gk0RUrp0mh0N+sel/ly9csVERbyUjnCECMne6P5ybtStC0mh8AQNzkkCJEACty+BP3b/hSc+noKP5v6Ob1dtRv/pC7Bi9yFMWy0OErEPZi9HqLzM/6t+NeMw+HTRGjT7cBKuXL9h7nf56mdTnWh6t3boUK8avl292bSrI6Fq6aL4ecNO7Dwebtq6N3lQnBT+pm3vqbOmbazM1/7T7/H1ik14+YuZmLdxFwrkDhRHxXo8+clU/GvcD8YRcT7qCn5Yu036fofY2LjYgkNnLuB/RkxG8fx58UbTejh9KQLPyX19Dk/ZP1eZyVNEOC8JkAAJkAAJkECmEChfHlCHQ/v2uUTsMAbtX/RcKcxMeSAPLHJNhCUbP/CAqUKRN18+49S4r3r1NK10Q/7W7doxCBGXvDB9uUP+4E3TNBxEAiRAAplLQFLHHDeiM3fNJFZrULEMxr7wBNrIi/3lq9ewbsjrOBcRZXpvO3IKoyUaYf3QrihRIC9qlwvBnD93YtnOg/hh3TY0vLss1u4/goaVy5r+eqxVtoRzpYrF7nCe64mWTL63ZJF4beqA0OiE8YvXSVTCfXjtZjSF7mWGrNHtsTp4pWEtM6b75DnG8XD8wiWU1AiKH39DvbtK44UGNcz9Qa0bork4H4bPXob2davGWyfJC/tzkM8kJUZnQ0oosQ8JkAAJkAAJkIBHCIjeIfbtAwb1DoS3/FXStgMdDq6gtepFseLFpXLHGpQpWxbDR41yvZ3icy2G0eOV3Niw1gdLlzogU9JIgARI4J9BoGAheEXEfbOfERu+Ji/MQ35aEm+q69ExWC5OgahrcREIevOB8iEmpSFeR7komi/INKmzQFMpNFJALXRJGGIlCu3F0BnmWv/R+UpLasPlK9fkhT8vShXMhw/mLMfx85fQr+VD+Lxja2fflJ7kyRUnrnx38b+dE+WKFDDDNa3DtgpFC5rTo+cuIjgwF+ZLaodGStipGTGS4qd78xKnxlVhos+SnHlFXoElKROOFOY+Jj9jcivyPgmQAAmQAAmQAAmkg8DgwcCNGw707xEoYote6DXgqqQcpGPC22iofrP1w/z5iIqMdJuikZJHPX3KgW4S0bB7hzd++cWB++9PySj2IQESIIHsQcAhWjg+82Zl2GaiY2LxY9j2RPNtlciEw6LHYJtqKqh+QkLTl3M175tH+/4+SXUIyuWHRQM62k2Jjp/8qwVemzgLU1ZsxMz12/FB26Z45oEqifqltiGXT+LXeh/vuF+kN+R595+Oq6L05uP10eXRB1I7vbO/j6Z4qK5GCi3xrlI4kN1IgARIgARIgARIIKMIDBkChITIS3G3XAhb7YMP/xuF0nfGZtT0//h5EopOpvSBtOLHO30DkTePAytWSEjuvSkdyX4kQAIkkE0ISOUfHxEfdFy5Cuum0GJ6dpZbHAK7RvSKN0VqBCLjDXS5CPDzRcTV61CnQ/kicVEF9m3VS9DIhpp3lsDSQa/gnR9+M86G7lPmoGhwHmh6hict4GYkwqZDJxItEyV6EhGShlE4b1zERqIOLg1+e4/A8VRbl5Zbn/J7g1vz4V0SIAESIAESIIFMIvDqq8Dq1Q5EXvLBYw/mxZC3AnDiGIUF0oJ/nThsnm8dhC4vBKFFcy9s2EBHQ1o4cgwJkEAmEpAUBLfWrJkKGMB/y163t7NLo62v8J+flxlRX3tfWmli6KwlOCwOh3dFN+EOqRwxrmMrjOrQXPrBVK7Qvt5ecb/vNOXCNo3CUNP0jFvZre8CZe7Ij0B/X8wWDYmtR046p1LxyG6TZkOrZCRn3uJE8TkqY1u0SK6r8z4jG5woeEICJEACJEACJJDVBGqIbtWffzrw+efA++/7Y1KoPx5qFI1GTW+gWo1oE+2QJ6/FNAuXD+q6yFxcOOfA3t3eWLPSB7/O9cOeXd6oV8/CH38A9eu7dOYpCZAACWRXAnYqgJQTjmf588PRujUC/liDqxmQchBv7jRcnLkpCKnRCq6mFShUIHKelJ58dsw0NK9WCTuOncbi7fswt88LuCoRBFptorekMhQW3YdH740rOVm7bEkzzf1y1NSNH0XosZLoMVyPjsbHv6w09xZJecuHK92JENF80CoSaq5OiXORcSKVx0QLwrZzEVfM6cWoq/Dz8ZbSmLXM/lp9/A26SJnPINF+mLtpl4hUlkT1MskL+QT8/icsKeHsaNTIXuLvo+xVam3+fX3zjM6GREjYQAIkQAIkQAIkkJUE9O/Nrl2BTp0cmDkT+O47X3z0vz6IiGCUQ3KfS+nSlnzp5MDUryHaDOSVHC/eJwESyEYEpOKOsQvxX+JNW58+8K1TB37b9+P6PXEv6Rm9c29H8kH/v0p0hS0uuWrvYbw8YSY+bNcUhSRaoUBQIL7r3s60/b7rL+iPpk6MFp2GYpIqcVB0E1SUsfnIyeJoKI+D4edNNYlWNeN0IQIlDaNn07oY9csK9Pl2vqlaMajVIxgmkRJFxDmhDoV54hyYGbbDPPqIeX/AX0Qd1aEx+feNpu0/UlnCV176z4pDZOrKTaZNx6vORN8WDRAulSymSbnNkfNXmHvqIOnf4iFzfqt/vC5cRoCU23SMHKn1nON3lbLMUK+3/fm53HVI3ebkoi5cuvOUBEiABEiABEiABDKfgPx9ZqpWHD4MXJIvbhJ+8ZX5O8o+K/qLMLl88YeKFYHCfwuRZ58NcickQAIkkBIC+lqqL6z6QtupU+IRT7ZGzJqVODuwI5CCygmJJ8icFn29/ks5v/k7AAARIklEQVQcCSrwq9Ue9KimKQvR8stMHQ4n5eW9dKH88t6e2Cms+gnaLzgwAJpGYcn/1IGQURYpuhLq6ChzR7CJbkjJvPm+nAW/8Ag49uwB9JeOq23ZAlStCmzbBoiYp6vR2eBKg+ckQAIkQAIkQAIkQAIkQAIkQAJZQ+Dhh4FyErkwcWLi9Y8ehSWVEK7UroyIZx5LfJ8tHiHgH7YN+b6aDfz6K9CkSeI1NO+xd2/J55OIFDsV5mavBDEQiceyhQRIgARIgARIgARIgARIgARIgAQ8TkDFIKXcr9vwtZIl4fjySwQuDUOuNVs9vhUuIL6DwyeR99sFwBtvuHc0KKTZ4oho3DiRo0Fv0dmgFGgkQAIkQAIkQAIkQAIkQAIkQAJZS6BdOyA8HJgzx/0+2rYFBg5Enm/mwU+EGGmeI+B9IhzBn30PNBBNhxEj3C8k0SYm4uH5593eZxqFWyxsJAESIAESIAESIAESIAESIAESyHQCLVsCp08Da9cmvXSXLrBCQ3H5uWa4Wq9a0v14J00EfPcdQb7QH+GoWh0OTZ/Indv9PD16wCg5HzwoOhq+ifowsiEREjaQAAmQAAmQAAmQAAmQAAmQAAlkCYEhQ4CwMGDatKSXHzcOjrffRp6p802Ug0NEFWkZQECEKQMXrUHw6G/h1fhROBYtStrRsGsXTJ3qwYPdOhp0N4xsyIDPhFOQAAmQAAmQAAmQAAmQAAmQAAlkEIHOneO+Md8q2gxFiiQ9qegFWC+9KPUaYhHR8iFcrXWvCAUkrvCQ9AS8YxPw3XMIQbOWwefYKTiGvg/06yfegiRYRkcDKuZ5TZw8GoGSRLUMOhtsujySAAmQAAmQAAmQAAmQAAmQAAlkPQGtcVyjBhASAui36wmqHMTb4JkzwIABsL76CrFSTvLKg1VwrVpFxBQpGK8bLxIT8LoYAb+texEggpu+B6Tax6MSzfDf/wJ33524s2uLVp8YPz7O0XCvOHiSMDobkgDDZhIgARIgARIgARIgARIgARIggSwisHkzUL8+0KoVMGWKRCwkowCwdy/w6aewpkyG4/wFxOYJQkyxQogN8IPlnczYLHrErFjWEWvBce0GfMLPw+vMeVj+/nC0FsbdRX+hXr3ktzR6NNCrF/D110ASwpD2JHQ22CR4JAESIAESIAESIAESIAESIAESyD4EfvsNaNECePLJOIeDGxHCRJuNiQHWrYv7UQfE+fPAjRuJuuXYBk15yJsXKFMmLnrkIak2ERCQMhwffQT07x9XnaJPn2TH0NmQLCJ2IAESIAESIAESIAESIAESIAESyBICS5fGRTdouP73UoqxZMks2UaOXjQqCpAKICaaQSMbundPEQ7Gk6QIEzuRAAmQAAmQAAmQAAmQAAmQAAlkOoGGDeO0AS5cANThIJUooNELtMwhsGABUKUKMHcuMG9eih0Nujk6GzLnI+IqJEACJEACJEACJEACJEACJEACaSGggoUbNgCvvQb07AlUrhwnUHj5clpm45jkCGjayU8/xVWcePxxoHp1YNs2QM9TYUyjSAUsdiUBEiABEiABEiABEiABEiABEshCAgcOAMOGAdOmxUU4qOZArVrAnXfGaREkJySZhVvP1ktHRABHjwIbNwJLlgDqyGnWDBg0CKhbN01bp7MhTdg4iARIgARIgARIgARIgARIgARIIMsIaFrFnDnAwoXApk3AkSNxL8ixsVm2pX/0wkFBQJEicSkTjRrF6WSUKpWuR6KzIV34OJgESIAESIAESIAESIAESIAESIAESCAhAWo2JCTCaxIgARIgARIgARIgARIgARIgARIggXQRoLMhXfg4mARIgARIgARIgARIgARIgARIgARIICEBOhsSEuE1CZAACZAACZAACZAACZAACZAACZBAugjQ2ZAufBxMAiRAAiRAAiRAAiRAAiRAAiRAAiSQkACdDQmJ8JoESIAESIAESIAESIAESIAESIAESCBdBOhsSBc+DiYBEiABEiABEiABEiABEiABEiABEkhIwCdhA69JgARIgARIgATST2DYsGE4ffq0c6L+/fujePHizuuEJ8OHD8fJkyedzb169UKZMmWc19npxLIsNG7cGAEBAZg3b16qt7Z69WpMnz492XFly5ZFz549k+2Xmg6695deegkVK1bEwIEDUzOUfUmABEiABEiABFJBwCG/dK1U9GdXEiABEiABEiCBFBCIjIzEqFGjMHjwYNO7T58+GDFihNuRW7ZsQdWqVc29UqVKYebMmahRowYcDofb/gkb9Vd5wr7u2hKOS+t1TEwMihYtCj8/Pxw5cgReXqkLlLxx4wZWrFiBJk2aIDo6Gs8++yxatmxptqPX6qSZPHkygoKCsHbt2rRu0+24ffv2oUKFCsiVKxeuXLnitg8bSYAESIAESIAE0k8gdX8dpH89zkACJEACJEACOYJA7ty58dxzzzmfNTQ0FBcvXnReu5588sknzsuHH34YNWvWTOQ8cHZIcBIbG2uiDNQBYJu7NvteRhy9vb2xd+9e7Ny5M9WOBl3f19cXDRs2xL333mu206JFC3To0MH8vPjii+jXrx9++uknXL9+PSO2yzlIgARIgARIgASygACdDVkAnUuSAAmQAAnkDAJ58+aFvpgXLlwYly5dwueff57owfVb/GnTpuHxxx839/LkyZOoz60a3nrrLSxduhSugYru2m41R1ruBQcHQ58vPXarZ73rrrswduzY9EzvdmxISIhx5OiRRgIkQAIkQAIk4DkCdDZ4ji1nJgESIAESIAGja9C9e3dDYvTo0Ym+rR83bhw0msH+lj8hslWrVqFv376mT/PmzTFnzhxnF3UqfPjhh+b65ZdfxqBBg+CuzR4wa9YsaOSAOja0r2ukxaFDhzB06FCT6vHrr7+iWbNm0P26M00/mDFjBp588km4RlRo+odGc+j8Xbt2hc6TFlNNhw8++AD16tVD79690a5dO2eUyO7du/H888+btm7dupnpL1y4gG+++QZt2rQxaR1jxowxKRodO3aMp4Ohnf39/Y12hqar0EiABEiABEiABDxIQL4JoZEACZAACZAACXiAgEQtWKI7YJ09e9aStArVSLImTpzoXOnatWtWkSJFrIULF1riUDD3X3/9ded90TWwRA/BmjRpkqV95QXekkgJS164TZ81a9ZYInRoxkl0g6XX7tq089tvv22JU8PSOSdMmGBJKoMZGxUVZS1evNiSb/rNPJUqVbJEmNHcFx0J517sE32mf//735aPj4/pL/oL5pY4RawCBQpYZ86cscQZYYmApPXxxx/bw9weGzRoYOYYP368JQ4D6/z589bBgwetVq1aWeJkMGN0/oIFC5p+9iSiE2G46J7VRIzTcFa+uv+nnnrKqlu3rhkjKRr2MOexfv36lohEOq95QgIkQAIkQAIkkPEEGNngQUcOpyYBEiABEiABJSAv4XjllVcMjJEjRzpTHjR9QpwNeOyxx9yC0sgA1V+oUqWKEWPUiAGNJAgLCzP9H3jgAWgqgopDPvLII9Brd22bNm2CVrv4+uuvTbSA7qVRo0bQKAFt0/MpU6aYOTXdY/v27Thw4ADmzp2baF933HGHEW9UAUtX0/EqFKlpIyq++N577yWK4nDt73qu0Qv33HOPie7QCI+ff/7ZeVucGkbQ0dkgJyVLlkShQoWcTRrN0bp1a3M9YMAAE3WxcuVKk77y+++/O/vZJ3feeScY2WDT4JEESIAESIAEPEOAzgbPcOWsJEACJEACJBCPgJay1BfnHTt2OMtFqjDkm2++Ga+f64VEIxjHgr7Ya1UGiQAwt7UChKslrESh91zbNMVAnRSa9nD//febH02bKFeunDOVwi7L2bRpU+Ms0Bd6/UnKNB3B1erUqQOJakD16tUxe/Zs49TQVIqUmKaSHD161PxcvnwZnTt3TsmweH20DKeaRDY42ytXrmy0MiQqxNmmJ/pcdDbEQ8ILEiABEiABEshwAj4ZPiMnJAESIAESIAESSESgdOnSaNu2LaZOnWp0EbSs46lTp5xaBIkGSIOWllQ9glq1aqFatWpGC8FdtIGrY8Gex7VNIxhUzHH9+vX27URHu3ylRiakxfTZli1bBkn5gKRBGM0EdXLoc6bGdN89e/bExo0bUzPMbd+knkXLdtLZ4BYZG0mABEiABEggwwgwsiHDUHIiEiABEiABErg1ARV6VNPQfk1lUOFIdSgkZSrCqEKN2ld0FuJ9a+86xtWxYLe7tgUGBppv+NXpkNBEIyFhU5quo6Oj8dVXX2H69OkoUaIERIcCzzzzTJrm0ugE17KhaZrkFoM0LaVChQq36MFbJEACJEACJEAC6SVAZ0N6CXI8CZAACZAACSRB4OrVq9DKDSK5ZHqI4KL5xl8vTp48GS9dQLUZ1Oy+eq6VJjT9QaMG1CIjI83RtY86FbSPvuzblrBNoyLUtAKF61itdNG/f397WLqOmjKhz6R73bJli4nEWL58Oc6dO5fkvPZe7GNSHTX9RE31JNS0vz6zzcw0puKfhg0bQiNNaCRAAiRAAiRAAp4jQGeD59hyZhIgARIggRxOYNeuXealWHUabOvXr585lWoIyJ8/v92MEydOmHPXvvZLtmo3aJSDih+qrVu3zimiqFoL+vL95ZdfQipdGE2IhG1ShcIISf7444/G2aHaD1L1Au3bt8eoUaPMnOHh4eaowpApMfvF//Dhw6a7vvyPHTvWnKsgpgpVquhjcHBwktPZz7xt27Yk++iNJk2amPsa4TFv3jwTMSGVK3D8+HGjD6FOB3V0qCUs56ltUg1ED8bUYXPXXXcZQU27jUcSIAESIAESIAEPEJA/UGgkQAIkQAIkQAIZTEBSJCx50TblF6VygjVixAjnCqLBYO3bt89ci1CjJZUUnKUktdSlloTU9jlz5pjSmFqmUipWWBs2bLDKlCljiRiiKfeoE4gGhCWRDOZHxCYtefF226alKcUJYfYjf05Y8s2+tWTJErMHEXQ0JSO1XUtrPv3005aWuHRnui8tLalran8RhrREC8ISx4UluhCWiFBaHTt2tKRyhiUVIdxNYdrtspc6hz5Py5YtrevXr7vtr6UuJfXBrKflLkNDQy0RurQeeughU15TKm2YOXQuLdcpYppWp06dnM8qlTpMSU6dXHQyLBG3tIoVK2bZZTvdLspGEiABEiABEiCBdBFw6Gj55UwjARIgARIgARLIhgTkhRj6o7oLapouodd29QVt0yoQKvCoEQW2uWvTX/n79+83lSrKli0br2KFPS6tR00Z0ZKXGm2gOhSupSnTOmfCcRpFIc4Gs++oqCgnk4T9krtWNrpHFc2kkQAJkAAJkAAJeIYAnQ2e4cpZSYAESIAESIAESIAESIAESIAESCDHEqBmQ4796PngJEACJEACJEACJEACJEACJEACJOAZAnQ2eIYrZyUBEiABEiABEiABEiABEiABEiCBHEuAzoYc+9HzwUmABEiABEiABEiABEiABEiABEjAMwTobPAMV85KAiRAAiRAAiRAAiRAAiRAAiRAAjmWAJ0NOfaj54OTAAmQAAmQAAmQAAmQAAmQAAmQgGcI0NngGa6clQRIgARIgARIgARIgARIgARIgARyLAE6G3LsR88HJwESIAESIAESIAESIAESIAESIAHPEKCzwTNcOSsJkAAJkAAJkAAJkAAJkAAJkAAJ5FgCdDbk2I+eD04CJEACJEACJEACJEACJEACJEACniFAZ4NnuHJWEiABEiABEiABEiABEiABEiABEsixBOhsyLEfPR+cBEiABEiABEiABEiABEiABEiABDxDgM4Gz3DlrCRAAiRAAiRAAiRAAiRAAiRAAiSQYwn8P3FzeTO7MzJTAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.ionize()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### One Machine and multiple models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# multimodel test\n",
    "model1 = Matter()\n",
    "model2 = Matter()\n",
    "machine = GraphMachine(model=[model1, model2], states=states, transitions=transitions, **extra_args)\n",
    "model1.melt()\n",
    "model1.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XoZZw37591fP1LecOjVvT+PHjNWm7Zm0PyF577SW1a9d2MVatNAM5ZIRnIl977TWXwXdzzfwebJ/QidNOO00Njv3V0PWhejdfIWeddZbL8vvJJ5+41u+8807Xh6gHTODwMWexHLds2VI41hZbbFFgSn9NkkeA+2TgwIGOkQe77t27yyGHHCI//fSTI6IgiAh96dq1q0ukREURvAO4F7gObDt37lxXxeSDDz7QhPU/amW81i4pKWWPEFwMqWqChb2Z5jR4VjPaz5o1y+UBgOzyFvNlWj3gvvvuE+4TSqpCWvEyYj+EvlADm3Kt99xzj9x7772uUgrlVanrTCWVqD7MmDHD5Q8hJICqKfxGCIHYY489XEWVqPN3B0zxX1SJ2V/V0kv/8CICD34vd9xxR1Itp/MaRB0wVtlallPmFs+kypUruz6zf8aEQE2fnpcvQPNl6MMl6tTWLdMEhrk91dNEr/3SvXeSpaceIqsbNVy33ubiIpCzZJlU+/RrqfHSC1LhiSck56qrRYvQOwIicscWLUR/iCIdOoj+QEV/wJGb2UJDwBAwBEoLgYeVpMbT71C8sNIkUWR+mpouk83gMXn11VfL4MGDXThq+CSNbAgjYt8NgRACKPFPPvmkU6xQhlGw+KBohJMphnYt9NffNTs4ChQWXKRLly5yl1ryUNyYIiNGjHAKJNUpSBLJj/1uTaaG8gZBQAJHStN4gX3kYUDZTBRL6hAT38ayxo0bO0XvUs3+/tVXX7ldTtJycyiLxL/h1UBCuttvv90dv4MOPnm40yZMcjUSjBVSKMuJ4oMSC5P8119/5buuNWzYcD0CwhMSWJ3thbAOdHIMUPKJSiGUQL1GlQhevtwPPdRazP1B+VLu25dfftntyDVsqsn3UOAhGhBKn6IYf6vJ+XDLh6SC5X/qqaec8k98/yStFkByQtrCNR/F/OOPPxYSED7wwAMuGzQJSyHIIBIgsPBEIDkhxBZ5AiBCKOWKQJxR9YT7HZKMwUOsPqDk89vo3bu3Ixg4L+6FROfvDpTkP/qFgs7vBxy98Jtory7mb775piP3wCpZsgEyLR3XwPclOIVkItEl/YbE8bksuG4kduX3/eKLL7rfFmQkkjFkA4kJ8c6i/GIswZvhggtEHnlElrduJYvO6yxr6uaRX7F2seXrI5Bbo5osbbeHLN1/V6n+wUSpdestIq++IjkvvxI7P8YBB4j+2NQTQokJfX7oj379hm2JIWAIGAKlgADvOowO5513XlJHT9ZYEtVYIkMM+zC2wlBCCU7e+Yy5GGtTIQPDDG0wDsC4wriJ6hmMIzDY8P7+9NNP3fiI/FH+HZ3McaP6W5LL0AHQUzh/+h6WHL1QGvhoYggYArEQQPkm66pXbBnMe2nQoIFThrfWMmJBIoJ5qkFstNFGLps9SmBxy8qVK52CRlgF1mVIApRCLMxBUgQFhHNAWfSKCRbPZAQrMlZnzg3LMudXWCGcA7dvsv0H8aG/KI58UDjDU/qPcI6bam14Tz6Ep0XpW2HPqTT3O/bYYzWBf31neacfEFMQBSia3kMGkohcB7zQ8FhAIAsgCNq0aeM8ELgv9t13X5c0kfV4DPDihHhA8DaASIAwwIOGFyIeEPxGuAd5aeJpA8nBvA9FIMyHagn8Vr755hv15q7i2qE9vBF69erl7le8XPhdxevD62rhphQrx/GhPcmcvzuB0D8qq9AWA4SgQCh40gaCDiKkmZKMzHsCgv0gT1KRdFwDjgdJB8ETfIXvueeezuuC68DzCpdG+vuDVhnYZpttXDcHDBjg+n+bKvcQU0HhOXDMMcfI888/H1xcfPNa8UMLdXOzit6Q0cfRey8XgmTyJFlw8mGyfJdto7ezpSkjUGH2XKn3+AipOG+x5Oj9rg+M6DbI26PecPqQEGUdo7expYaAIWAIlDACJDAnVwMlGBMlhmSsEWUseeWVVxwJgBGDsRDCuBSSAM/PG264wS3zXqJBQwy5jjDEILyPGRMwHmKczDzkPkaf008/3XkEM2ZlfIMRgDEReSEwxDBW33///Z3BDcMLiaspaY8kOq7bKAP+gWPnzp3deLFOnToFemSeDQXgsC+GwPoI8CBDWQ/nQGBLHgp8eFAwuCfDu8/y7lvC8okiV9whASgKLXB7TSDBfngCJcEu+au9CzwLikuZhyFF4eQTJbNnz16PgICQ4MGNhdyTQTzswwRE8DteGWVFIGB40EPe8PJCuA+pUILnCQQOuKLQQzbgOQDZwH1L3g3uTwTFmxcp2OGNQBlESAb298I6hLAIz7yjyMLQ89LFG4AwC0gOTzSwPXGQ7Et7kA2QHP5+OloVTvq5++67s2nCPriN9J8/frLn7/dLZhok6Niec+H+ufbaazVv3q8uSzUeRalKOq5BrGOG+/zggw/KJptskk80sJ8nmTx2sdoqkeUklFKSLCbRoPdgbru2kvvLLJl7WTdZ3TgvlKxE+lYODrKm4QYy55KTpe4TI6SKEoE5WpVFWcT1z5zEmyTtVM8eZfhEfwjrb2NLDAFDwBAoYQQYbzCOxZM3kRygXlp4BrdVYwlJob2xhPBPjCWPqOccHpN4e4aFcMSxY8c6IwhjbfZn3APB4IXxD+MYDGGMtyAqCF/Eg5SQURRw+soYDMMQHqUYBzH+4NGJoQdPY8YZkCdIMsf1xy/tKWM6jB+M7zCGBKVC8IvNGwKGwPoIeC+B9desW4LCRtUGTzQwkPfeAoQsBBX8dXsV3xwKt8/pwMMqE8UrsDyUUxFCK7C2E9aBuxYvCMI8eHB7r4j33nvPWcthnVFweZiTdwKXNvJVsIzKA1j+cY1HgXxCY5ghLLBg++uYSr9Kc1uYdARLNi8pPrgLTtd4eNZ5jI888kjnDYI7H54ljz766HrVFiCRCJeBZSdkgRdlMoLLIAJ+KP+8dIPCSxbLO+L767fhNxaUZPvgFWbfXqLzDx4j1XmOxT3CfQNZg4cGoUypSnFeg2Bf8DyCCGXgEhSPmZ8G15XovBJdeqOK1syKPizhIPr7zf15psy56CQjGqJRKvrSypVk/pnHyIptN5dcDb9SN5joNo87TpQdFH1oRK+3pYaAIWAIlDACf/75pzN84SmZjMQzljDuQ1GOEm+IeUaT7GKIwfMAwwmGBy8YbTCGUTJzpHrt4f3pwzvQAXjnQv5DNCAYgxgX4e0A0YA0U+9JxmuMo5Bkjus2zIB/nqQhFDosBUeD4bX23RAwBBwCuHQn8zDzA3hcpYnHwnqOC3pJysSJE50rEw895DgdJPJAzjQhzhzxD9509A+llYc1Lmq4reFCThwc7DM1gClpBBOOkgiDjJUXxZiYP5IX4ubP/jzgYZw7duzolHHyYuBajhKPApdp4r00wklB6eeSJUvy6x+DT8+ePd0ySBpeiJAtXnjZ4qEACw9hQ16FZO579qdUFLLzzju7Fyj5G/wL063Qf7xokXjJRFPpg/+9JXv+7uCF/Ee/GEyQ+Rq3RwYc4ANOqUhxXoNgP3zJWp4HUV5ZwW1LZZ68IRAhUZZ0OkSegI8nyLxzjpM1DeuVShfLzUGVGJx/WidZ1UDLZB6jYS1RBDWEoMYWa1BuuYHFTtQQMAQyGwHGdOkw5nljSbzxeiIjCAawU0891YWPYugi/CGRsS/sjQjaEBCEQnpJdFy/XWlPGdswduaahMXIhjAiZfw71k6sfzBvN+IWaRKJAAolMdt91A2KeCsUVj94j9xBF/KAQIkiySHxXjy8CAWIxZTGaqeoy3EnGzJkiItB84lleFhlmoALmGEhLimB1cazAQ+HCy+80Hk/oHDTl8WLF7sEehATTz75pEuyCeMMe407OgomHhV4VpCzAqWaPAEk1YTl5n6BYPIeGyV1ThwHhhwvBPIO8Bv3gscNyYi8lwvLzzjjDEcgUFmEezsYW0dyH4gGcmh4EghcgnkBfNvhKS6GhBrgSgc2yLhx4wpsBlnDy8ivL7By7Zdk+uBJBq9Ep3L+UcdMZhmhOlxrfktDhw51OSnAF6IqVSmuaxDsB1YGriGDHSrJePFhRvS9VAWSZm1S0vX6ob/BXA0/W3jcQbKq6cbrrbYFxYAAHg6nK9GARS1Q4rjAkbheeD6srZJUYJ19MQQMAUOghBFIZmySTJe8sSTWeDQZIwjvVqox4DmKYQU9AGNfUSSZ4xal/XTvy9gs6poY2ZBupDO8PRgnflTEdYdviPD3DD+VtHUPEoFSdmSHpYwkDxsUSpLD4TLFgP1MMqbHEBRm3MEv0tJtuK2jgHrBTR/X/JIULNHE7gc/MI6ZJuCCYpqs5bwk+g9ZhPUaYoEkgCQ5xHJNokOUNq4vLxDCDGCtCZVBoSaBEPcL5BJWdl405ChA0e+jhBXkD/GBWPuL43cGhhdotn5eTMQlckxiE+kDbvSQJF5Qlv0LkBCfoHjigZclJAzxi+R14DdCTgi8QryAi2ewITnwHMGThL5wbF46/KY8+YKXA2QMHiXeZdB7t5AI1EsyffC5HqirDYFB1ZRkz98fJ9EUzwUkSNSQi8K7CPqqDrhKpirpuAY+6afHkD6E+wyhhODlM1bJIK4f1wiBJBlDjH5pCfeSkt7ricZ85p7TU1a23FKWaXlLk5JDYE39OrLwaM2RQcWjqHAKf73WViwquZ7ZkQwBQ8AQKD4EeD9iLImV+yEZIwghE4wP8HAgsTxGFZJSUokiliQaDyZz3FhtZ9LySpnUGetL8SOA8oHbONb3oGDlwvWf2PdMVEyDfS3qPAojMfwQDEyxBKNMoQDhVo+iSWw585AOXlCcfGiCX8aUpHbEvmMxDwvx2ShCHBO3fJM8BHARI5SBZHnZIhALWND5RAmKXrhyBko0oQ2QFV7pxm2OkpF4vkAEMA3O4zVRGIFgQOGHWadKA8o+JFmUBxMvRbI4B0kIjolHA0o0XhpkQmY7KkVcrHH1tA8B4ZVbwjNIqgRBQ84EvD+6devmus5zhuuLkgvhRljLqFGjHCkDicPzhvANT8SxHUmamCbTB5JPkqDShwxRnYLkqMmefyJ88VQJl5gFS8gcEh+BEb9pcCHspDBS2GtA+AueOT5EhXJTkApc93DZWsph4qXFNeQaQHKAL6Eg4BXlwlmYc0l5H9ws+ajn0HqipJZ89bUs7H36eqtsQfEjsGzvnaXGB5rwuI9mYB/+bMEDEles3mE6oi643L4ZAoaAIZBFCHhjifcIZexAgkdv/PJkPrmPkKARhHBbqn1hiEEwxDC+Z3zAeB9CHyMlegRjXQx/tA+xQK4sLxiwGEcF8z7gScpyvJKRZI4biyDxx8mEqZW+zISrUMJ9iCrpQqI94tJ9ybQS7lKxHQ5G0ZMKnmBg8I3iiKLEw8B/8Gjw7tlRHSJjPsoWDwy8GXhI3X333S5uO9Z+KFUolJSD8cpLVNvlbRmWc7xIUM4JVSjrwj1D3oyoUp5g8Pvvv+d7PEB6BckHT0gwhaTwL8NYmOFtgCIMKRIvlhHiLEimBduDOPEvOZYHv+NJAElBmahbbrnFMfm8aH2yx2A7vHzxpILghBzwyZmC28SaDx6TbcLf+W2hcINJ8NjJnr8/LmEdUaUv/Xo/5Xi4SXJOXC+uUfC4frtUpoW9Bqkcg20hU/Gq4R5icMPzyue5CLbFc7FESl+irCphpO4+oum9g12Q3LYHyIp5f8n8s7sUWG5fSg6Bap9+LbWHvik5JD/ThKgFhO9KGGqSmwKL7YshYAgYAiWNQD+taERYI16TyYgfvzDu5H3njSUQBOSzQih/efPNN7t3JkQBhheOA8mPIQZjB8YCxjMYHDA0ek9QSmG3b9/eGS8Z85F8fMMNN3Rt4EnImIEwSsJ4MWBMmDDBHZP3LknMWY7RFyEnFIYPPCXiHZcxUKYImIAffQ+KeTYE0ciQeRQTbkBYNuqgoyRjFcQqhaswA0aYND4ovdycuKN7wfKIJYtQCZQNLjou37EEV2mIBgTLIrG+3PTZJgyosdiBl/8Qb4+gGEAqkK+CKTkrUrXqYaHFWstA/bTTTnOYeXfwWFjxYCG8ggcO15KHVHkXlDWs7ViEywPRwPXmnsH1nw/JRsNC7gEU5zAZwUuHZZ4N534iRCNIRgTnqZQACRYvJ4I/diyigfVBoiHqu2+D7cLb+nVM8ZKK8vgJbhNrPtxu+DtY8CwMS7LnH9wvXlIovx3H80RP2EuJgUii3A3033ty+DbTcQ18W/Gm9Jv7BIlF+HAPQqiUiOg7zon+LgoIuQA+GCdLeyYf5zpx5u/yyHufy6//zZPmjRrIrs2ayPabbCw1qlaW7dfme/h8xm/y+pc/yORZf0jNqlWk+367ysE7rssV8/ucBTJ0whSZtHb9pvXrSp/O7Qt0rTx9WbZrS6n9vA54NTxqPVIhfM3KEzB2roaAIVAmEMDAEMtYArnAJywQCWGjBwkh/diEsFsqSeAVwTs3+H73BEKwTcpihgVjcFgSHTe8fSZ+N7IhA6/Kbbfd5lg1FAys8gyoUVJguCAYsBAyiMcLgWRub731lru5GQxjJcVNFsWWGHJclkkCx4+gR48ekWdL1lTign7QGE2UaCx92SCUOgQf3JmYEg7BgBkmkhCIrl27OmKBeZjFooonKR566CHXfrLtYQGG/Lnkkktk+PDhye5WZrcbNGiQK1MJcWOShwDEFzWb+UQJLnVhIoLvvKwgKSDaEH67PC/4BEkI/x1FvKjiq3Fg3S8LAmHI8wMSiMEB4SCpkoKEVSQqEZqpz1UsMhDbeMNwf0R5PJTYddZ3mVSpLCtark8iRfXhsxm/ytF3PyMPnNpJ2m23pZz4wHPy3CdfS+N6tWXfFpvLfd2PErY56q6nZWC3I6T3UW3l+hfHyKkPvygfXn+WbLVxA9fsOYNHyH7bNpNne3WV96f+JGc/8Wq5JhtEk0VyDapqTpT1yIaoC2HLDAFDwBDIMgQgCTxRkGzXw9sHv/sS4z6nVLJtJrNd8DhsH/6eTBuluY2RDaWJfoxjE7tMnBBu93glYBlHIB9IWEh8LmX6EFg1ks/hIktyE7Klt23b1pXrYz2uQFjksazHIhtQon0NWPbNREHZQiHwHgvM44KMGxTkC+eAUs8UhQ1LcrqFRHDE36ea04IHEAoM5A+hGLhElVeh6gP3IiRYrKy/5RWbeOeNQrzbbru5T3g7rNEo/pAPQUKCfAYkbvQJDdkP0s0TD+EpXiZ4SsUTyE3cBhGYeu/hg9dVtoqPzSxK//EsC3qXFaWtkt4X11A+GSEaA7tqU/X+UmU3GRn0llatUCeJI3fdVioq2X5+x72k+0MvSodWW8kdJx7mmoA8YJuWTTaSKpUqSvvtt5LB4ybK5J//dGTDr//Nl0+VkICsQJjuseUmbr48/1uhHiJVxk+U9L9JyzOqdu6GgCFQmgiUNWNJaWKZyrGTe6On0qJtmxYEfJK4YOIPEnohKNdevDUN6yYKCZ4PWPYJoUBwWSd2G68HEtR55s3vH5wWh4IebD/ZeTw2osIhCC9BQYJQIPSDKQP8eOeU7DGT2Q5io7CCdwkhMMRqcR2TcXMv7LEydT/IISp1oDRz/UzSgwC/bYgCPlSiCAvJhvB44hMkI0iqyHdfUQKigTbCJIT/DlHRVslISoMGheeNiSGQFgRmTJdVDesk3dR/i5bIGn0vzPp3riMOdtsijySYu3hZfhsXH7qvhkxsIztu1kgIuRgyPi+p1x9z86qNNNUKDJs1qCu3jPpAWHbFkfvLwz20BGQ5l9Ub1ZccDcnUbGW4TJVzNOz0DQFDINsRKIvGkmy5JkY2ZMuV0n5GKdVeAUZBJyM8Ql4CXPZTldIiG1B4gl4LhENAjKDEkIiO2H6IBcIhstmCeofWjacCAPkzKLPjiaJUr1M2bk9MPIQLCfaef/75hBb0bDzHTO0z7vvbbbed+0T1kRwvYSKC7++++67Lksw1Q3Cx98RDeNqsWbPSdb+POjFblnUI5OpzIrd6taT7vb+GPpBnYfRX0+S8gxrItD9nu30PXOulwBe8GeYvXSYdb3lCWmkOBzwb3vlmev4xeO/doyEWhE489eFkefmLb+WW/x0sx+25Q/425XEmt0bVvNMme7qRDeXxFrBzNgTKFAJmLCm9y2lkQ+lhn/Yj+1hbXP3DQgZyMsKTeTWWlATZgNIZJBaYR9nBqurDIc4++2xHLuABUBJ9ioVHupdDDOF5AtlAfDix0pTRK+vyyy+/uGz/XHvKDZHE0CRzEMBjgQ9kXlggGijLFCYj8G4gA7Qvg8l+XNcwCeG/k3QWDwwTQyAuAhBb1ZO/Ty48ZB/5UQmG/iPel59nz5Uv1HPhvIPayIl775R/mFGTvpOzHn9Vbul6sEsMOf6HWfnrmFmtYUh4RLx/zRly/QtjHNlw/lOjpJHmfdivRbMC25anL7n+96rekSaGgCFgCGQ7Ahhso4y22X5e2dD/tJENmpdPS4+IlnfLK59NjGSmCmHJlLJXj3xRg5wqtJna04L9IowgnhAugfWROG3yOlBxASGm+5RTTnF17GORDSj1hFygXCSK247Xh+A6vC2o++7zLDDF+4LzaKbA461w9dVXOyWHcIhMTaAWPKeiznN9yDZ7wgknCCwrOTWIgS+rihiECrlCSLhHMkPc9E2yBwGeBRAGfKgtHRZCMMJEBN9JODtr1ixXZpF9INoozxSVtJK2qUltYgikisCyFStlzuKlMvisLrJ5w3qa1LGD1NAEk0G59+2PXajF0btt5xYvWb7STf3r9JfZ8+Sh9z6TW7seIg/26OQSRV78zOvy5pc/lmuyIYihzRsChoAhYAgYAoVFoEhkgxoqNYu1yEsv5aoiQX6ALNHaA2jVq5erluYcOekk0QR+okpfYGUpzlKfFfEl75j3iU2wNHohDh4hgSKlVsgLMGDAABe7TSgFGUtfeuklZ0EnJAHxCdFIQumF7KmQAFStQDFo06ZNTLdrv094ipIR9FqYpMm+CIcg/wTH7tKliyMYIBmyORwifN6pfscDhTJ5lN0hd8Fzzz0nt99+e2S8faptZ8r2kEoQSSidJDGlkor3vMmUPlo/io4A5Bl5ZYK5ZYKtkpwyTEZQ9Yaa0SS19aUWeUZAOgTJCD8PMZlqmdpgH2y+7CLQ5+V3Zerv/8i3v/8tfy9YJF/+8qc0rF1Tdtm8sdSvVcOdeKW1L/WbR34g+2yzmdz22ni3fPLPfzhCYdvGDWXExO/kUs3tsFHdWi65JBu03rKp287+GQKGgCFgCBgCRUEA/aoseWqnikWhyIY5c0QVJZH77suVChVFOh62Uu58YKVsv+MqadxkjdSqnWo3SnZ7vAIXzM+RmTMqyKTPK8mY0VXkyCMrOk+Hvn1z5OSTpVS9He6+++78Eol9+vRxbj94CFByEUFBhRDAhfmxxx7LX0aVBLb/+++/ZfDgwdK3b193c5955ply4403uu0eeOABZ03ny7Bhw1xehP79+7u8CFihqeiApZ0s8/HEl+X0XguQDJAXWEJRPCAUOC5TchOU5x9ZFI7ggTJOFniqjeDlAMFz+umnu5CDbAw1IEyHCgVURyH5INedhDwHH3xwFAS2rBwgwH3Mh4o4YcHzicS2waSVEBPkM+H5NYcXjQq/FchQTz6Ep6yz50sY3fLxnfAHSl3eOmpcgROuU72qPNXzONlr683kokP3kUueeUOe1nwMP/0zR+4/9Sjp8chLrsTlzkpKQDYQSnH4HUOUaGguMzXZ5NkHtpZOu7Us0KZ9MQQMAUPAEDAEUkUAo0qHDh3c+DjVanapHitTt89RtiW+b36o5+qhL+edl6sWqVw55+Jl0rXb8ownF0KnEPl11k8V5MF7qskLw6rowFh0sJujpfkiN82Khbg3Uzed0ArKWiYjeEngzh92aSa0IhwOgXWSWwfXaGK9IRX4UGmgPIRDJINnKtuMHz/eWf9HjBjhvEHAtXnz5s4rJJMfTtwDkAzkZfAhMhAnPXv2lM6dO5fZ8JBUrq1tWzgEIDS9V0SYkCBEYzmxeyp4PTRT7wdIiDARwfdsq0ddOLSybC8895Qkkg8/FNGSwl5yW+8hS2tXkEVdOvhFcafXvfCOVKlcUbq22VGoTLF0xSpZvHyFDP1oijSoXUPu636U23+lWhhWrl6TH2KxSudZVl1DLhjLrNLBIITDX/MWajjGBvrcyj4vzbhAFWJl5Rm/yQZ3PiXqgiSySV6VD9eMhsSpxUO0/nYhWrVdDAFDwBBIHwL9+vVz+aO+J44/Q+Wqq66SW2+9VTCwpCtMPUNPVWrWrCkYtbt3716gi5UKfIvzhbxNF14o2ojIid1XyNV9l0jtOnF2yLJVzbZcI7cOWiLdz1ouV5xfU0sqVlALbY6W6suyE1nbXdybUy2v2LBhQ7c31kbvscCUcAjK5zFoJxyC8oWeXIiVAyI7USu9Xu+3337Ch0Se48aNEypyoFAtWLDA5dIovZ7FPzLkFMn/IJxI8NmuXTtp0KBB/J1srSGQBAKEVvAMi3qOQXIRDhYmISiZS4gS6zyPDnkaRUIQtgGph5eYSfYh8OS4ifLI+5/L1NsukgYaMhG0DdStUU3GfvdT/klVVq8/Pl4qVawgfBCIhSq4aIp6N2q5R5M8BHKNb7FbwRAwBMo5AniQDxw4UKZMmeIMtyjRJHlHJk6c6MLU0bcO0zj8hx9+WDDE4hnerVs3tw2e6BANCJ7LjJfxJkcYq/DBG528deTaY9yDoIc9pXkKSGjJ2BqPdyq6XaiK+LnnnisrVqzI92x3O2T4v6TIBsosdzlO1L01Vx4YvFgO65SXYCnDz61Q3duu1Wp5+a0F0vfqGppjoIqGiuTohS1UU1mxE9ZDqld4coFwCG582LdWrVo5UoEfiA+HKKuJDDPlYpHXgAeZf5hlSr+sH4ZAJiFA2MQmam3lA0kXFrweIOuCZATzb731lvOW8Llw8BqijVheEUamhpHNnO/LVqoFROWyoW/IoTu1kKb162hFinmuFOa0v/+Th3scnTmdtZ4YAoaAIWAIZBUCeFYedNBBcvnllzsy4ZprrnEKP7ntCHs+X727qMxFKOfw4cNdUn4MhR988IELI8Y426lTJ5e7zJMQ3vP7uuuuEzyaIR6+++47RyCQX4/9afPUU091lcAIR4ZYIFcfObDQxx599FGX7+q2225bzxM9UwFOSDbg0QDRMGFCrgx7daHsvJsmPCjjUqWKSP87l0iTpms0ZKS6Jl4UOeOM7D9pwiG+/vrrfGIBggHXIyyAVAmAULjsssvclHAIS+iX/dfczsAQKI8IEFpB6Vw+UUI+iCAR4cM18CrCooC7I8IzEA8IPlHeEbgMmpQOAqftv5ssWLrc5V648OnXnKfC1o0ayPF77qBVKdpLzar64jYxBAwBQ8AQMAQKgcCll14qhAWfffbZbm+qx5F/6tprr3Xek08//bQLd95ggw3kk08+cSEEDz74oCMOPtQQQcgG9CpC2TGQ0BaClwRtMe5A99pHQwlffPFFZwyhzbPOOst5NeApjHfzjBkzxBcDwIuCBNvoc+GQd9d4hv5LSDYQOoFHQ3khGoLX6TzNSbFyheiNVk0HmznSvn1wbebPE0fvPRaY4vJDOAQ3Pj+Co48+2v0Q+DFkY0LCzL8C1kNDwBDIRAR4SfPZfffd1+seyZyolAEZESQk8ACjcgyeX1423HDDmF4RDCIyOd+KP4dsnVatXEmuOGJ/98HLoWqlipYoNFsvpvXbEDAEDIESQMBXwAoeKspjm1xkr7zyikuiDzmArNY8P+TBY3sq7XkvBd713vCw3XbbuW2D1f5YEExi/cwzz7i2jjnmGLct/xYvXuza9l6XeEsgJFgnlILwCy8km8w2iUs2kAySHA2ETpQHj4aoi3fRlctk+o+agKprZZk6NUd0bJmRAvsVDofA5YbBrg+HII4IYqFly5aWuC8jr6J1yhAwBEobAQYSm222mft4S0SwT+RVwSLhvSH8dNSoUW4ZyXkRQtFoJ5ZXhM+RE2zb5guHQDUlHkwMAUPAEDAEDIF4CPA+xhDrhRxj3mvAL2NKwnOEcIdLLrnEzSfzL5aBIUg2EFJBDrwvvvgiZpOeAInVXswdM3RFzDc0VceoOkEyyLKcoyGZ63LLPYvl4H3qamKOHC0XmcwexbsN7jPffPNNAa8FwiFg7GC/IBT4cTAlHMIzbsXbK2vdEDAEDIGyjwChFdtvv737RJ0tCaXCXhG4QVIWlrhLrCMIHmaxiIhmWl3DW02ijmHLSgcBQg47DxwmkBvDzvtf6XSiHBwVnNurKym/Acoop1uKu/1gf999912hrLgXvEpP1vrqLLvgggvkkUcekY4dO/rVpT6FLMWi+9prr8nbb78tc+fOdX1KBjO24TlHbhwqa02bNq2ARTfWyWEFxjWdePW9997bxaWTFC9ZKQ0s6evLL7/scMJCff311yfb3YzZLtY5JIMn3n/cI3wIA6CU+8UXX+z0EH+CXFO8/zJJ7rrrLvEGAfoVq1qVDyPHiBsWDA54PqQiQbKBtjEQQzqEQz0xXjAuKGsSk2y45RZxJaGoOlHepZZWjuxz6xI586Ra+mMSDUEoWUQYoIbDIbjZGaziBnzUUUe5JCOQC40pS2ViCBgChoAhUCoIMLjiw/M4LBDFWFW8N4SffvTRR0KsprewMDAhtC1MRvi8ESS19JaP8DFK4/t///1XLqrQrFFl6rvf/5HKGrKxZk2uq2Th8UbRCg4o/XKbpo4AhhPyS1XRhFnMp/teL+72g2eM9XLQoEGCknPCCSc4l2jW89snPwzTTBKUIBLsEhceVKiSwYxteL49+eSTgjt4Mr8HyFfIFlzFhwwZIi+oSzVls1HEkr3upYElCiuJ/XCxJyQ5GyXWOSSDJwQR7y3IQJIlIhdddJG7dyDRIJzIdZBpZAP3VjJCuAT5EbgfqRKxyy67uN24x0855RS58sorXXLpZNrid8B9zvsfj0cqbD3//PNCwkna97+TCRMmyD333OPWxWuXhJG8b8hNlS0SSTZAZN53X65ces2yMlXesigX5aBDV8que6ySfjdVkpEjitJS/H15uIfDIf7UmuS40mBNYwBL6RWmxAYl+zCOf1RbawgYAoaAIVDcCDDQ8JUvsNyGhec/A71grgi+k2+H6hrk3EFQwijb6cmH8JSEVSUpxx13nLNC33TTTfmDspI8fkkdq6KG2HzS9xypoINHSmZ6WbMmV7oMGiYvXHCCsI1J0RBgvINVnPFNcYxxirv9qLNHoQ7mxqKEHRZxQq0ySYgVP0MzouNxEbTqJoMZ27Dv4MGD47qIB8+XCmiULKa0H2NarON9+vRxBjaS8SUjpYElVZB4XlNBIFsl1jkkgyelGlG6yT/AdUd4JyG0C9mQzcI7FtJkwIABcsABBzhvcbwguN543+ChNGnSJHeKPs8CXyAQEZJQe+E3BTlAFQtKbdMexmLa4rkAAfLVV1/JG2+84Qgc9sNDEmEsEBSSV2+zzTaCwZlnpC+VGdwmE+cjyQY1sAhlp7t2W56JfS61Pp1+zjI5/4yamjwsR8MVit4NmK5wOARMKcwZ4RCtW7d2TCHEAh4MFg5RdMytBUPAEDAEMhUBBiC4D0e5EDNYIQ9PmIzgnYF16ffff3fvDs6tXr1663lFeC8JBoTptohghYQUZ7B05JFHSr9+/WSnnXbKVJiL1K+6Naqtt3//ke/LRz/+rAPK9VbZgkIiwD1cnFLc7SfT90wjGoJ9hhgNS7KYpUIS/fHHH+4wfsozBGu4T7QX7kOs76WBZRRGsfqXqctjnUMyeHoi0E8z9RwL2y9ILxJCQ5717dvXeSCceeaZcuONNzoSoGfPnq5pPM/xfsDDhRwPCMmk0d169Oghxx9/vAubOueccxyZRv48yJguXbrImDFj3If3MsfBa5H8T7SHUEYTMv8BTaDI74JxAJ5HkA7MZ4us/zTRnr/0Uq50PGylED5gsg6BgxST6jVEbxrR0ibrlic7R4xTOByCDKS46kAmHHHEEW6Qxg3qM5Em27ZtZwgYAoaAIVB2EcDVkjA5PlhWwoJrJVaVsFfEe++95ywqPvaagSHvl7A3hP9O+96tM3yMqO+4hkKC+IEP7tcMlqgvzqAsijiJaqcklr0x5Qd588sf5d+Fi2XHTRtJr45tpE71ajJvyVK5ZeQ4WZO7xnWjYe2asl+LZvLKF9+677ts3kRO2HsnWbpipYz5Zrq89Pm38viZxzovhv4j3pf73v7EbXfRM69Jk3p1pHentvL5jN/kttfHySWH7it7bZ1Z1uuSwLoox8CDBwJt6NChriSct5zSJiXmsKaSp4os8Icccoj87395+TPmzZvnYsiJpR84cKC8+uqr7l7EeIOF0nsWRLX/7LPPuoF9VL/x2CGRHEKbfFBCsO6iFBTGukj/OT+UOhQYL/Qd12rOhd8kYbJkpE9GKKeHpwCCFfb+++9340u/nH4S4sCzgGOgyJAID8PWrbfe6raNdZwozPy2Y8eOlccee8wRobibEw6W7DMEd3UEt3Lmif2/7777nGUXAtULSlgsnIsDS45bGJzYL941pIoB58d9DKY8H88///yUxvw843Hj59kLzl27dnUKLTigIKOMEsLAbwPXfHJwcF+ga6AgQwjHk1h40t9bNMae8Aks9N6TIdlrHe+YmbiOc+S+JrRh+vTp7v7EIIDw2/S/tWDfw54IrDvxxBOdBwPvXl+uEq8ddELyOYEf7XkcuT6xrhEeF+yD+LwS7kuG/1uPbNB7VG8kkTsfyKsznuH9L9Hu6TWWvfdfJe+9Vzkh2UAslA+H4IbkweLDIWBsIRS6devmpoRHlFVmsEQvkB3MEDAEDIFyigCDkK233tp9oiBAeQl7RfD9448/diQFA1SE2OlmmqDSkw9M/TzeEeGEWuQUwhvPCwNgBGWRJHG4ikM6UBWpNOWWkR/IJzN+ld5HHSA//vWfXDl8tLw2+Xt5t/fpUq9Gdbn08H3l0FuflF/nzJfHzjhGdtq8sZzy0AtypZbX/F+bHWW2EhR9Xn5XXlaiYbWGTXij0iE7biOvT/5BZvwzR07YayeXPJLzHP31jzLu+1nSovGGRjakcOFxH77ssss0Gfcwp0x5EosmqGFPXPhDDz0kl19+ubP2oWjhjoyyivUPxdrHojO2wqCDxZB2IcFitY/CzDjspJNOci7OtAMBgZuzJxqwWo4fP97lyMKj6Fy1OnFsEu2lktCVc0NpIy8Fcdte+C1CPEAA4MmKAWrq1KlJkw0QHxCRjDk5Z5RLpFevXk5R927f5I5AKfr222+dKzaKDyEBTz31lO9KgWkszNiIXDPnnXeeDB8+XA488EC5/fbbHRGUrCKEsk1lHohSyBGU42233VZuu+02ZyWGRD3ooIPkjjvuiCQuiwtLzi1VnNgn3jXEtb5t27bOQo0CS34MFFHuZ59okTYSCc9jQhggolD4ITcQcINYQxmFaIAU2H///eWJJ55w9yyJ43kec0/hih8lsfDk/mjXrp0ju1988UVHMB9++OGuCa8kR7VXFpbxOyLPQlEkqvoUuDVv3jzlZpP9baXccDHusB7ZoM9PTWSRI9vvmDdgKMZjZ2XTrRSXUS8C27p4TcIheGgHvRb4MTMAg42FNSYGyodD+BdAVgJgnTYEDAFDwBDIOgRwgcbq6BNdBU+AdxVuzGGvCJKfYRWDKPdKH4qXJx+YYqmLEk86oODRBnGpkA6pukdHtZ3qsm9+/VsGvjVBvuh3nmxSv4603mpTGTXpOxn73Ux54bNv5JR9d5EN1Zth4ClHyLH3DJU73/hQPp7+qxy+cws5o11eRmi8He7rfpRMV6Ji8s9/5ndhty02kVrV1BKhss82eTHLzPc6aC/ZYsP6csiOW/PVJEkEcBUmUSDW1aDlEAUKZYlKDrghI1jjMeRgpcdi37t3b5e0D8+Hq666yuW3YruNN95Yxo0bx6xT9KLaR2lDKcdyCQkAiQCxhmUT4bcAAQFBh0cFGfhRunCHRuE+66yz3HbJ/EPBJK/KYYcdVmBzlH0IDzw5IP2wUqMwJivsd+edd7qYeciXU0891e36/vvvO9IEhQnrNMTKvvvu66zT/B5RPFGSY0msa0JiWKzykCJe8YQEog/+9x+rTZbjAYFXCoQCwtQrXxAnKL54fuBJEssgV1xYFgYnziHeNcQbgdBp8u/4MAXuW0ga7mnWQRonI1i+yftDtRN+J+gZCJ5skG4I9ybP9h122MG1e+ihhzpCB0NoLLIhFp6QP+QOImSOdwmf008/vQBZ5g5q/wyBCATWIxvUG9JJ4ybrLBUR+5XbRY0Ulz/+mK1M4vh8coFsw7DnMNGEQ/ACIb6HHz8so4khYAgYAoaAIZCpCDCQ513FB0tYWCAUGCAHyQjmCZnAvRQlB9I9SrzSgZcDFjjiVPuqUtcyauMUlkF+eO8Cv5saivJdUf0ypi8qoUAliVMfeTF/8ZLlK2XzhvVk4dJ1uakgC7rvt6sMGT9J/l2wWD698Zz87f1MlUrrDZvcKo4dlA1qVpeT9ymaNSzYXnmbD+cVQeHkPvSZ7z0eWHAhEri3UK69hwFWXi8o1CjYeO/4dv3Ub4P7PsJ9TJw1MdEobRALCAQG67AMe2Hch+t/MEGcX5doGj4+23NuWLkhBAkDQaFM1aIKiUC+FBRNvAUgUSBMfHw5+GAcY7yKZR2ihERzsUjD4HmE+4w3A+eOxdsL7aPcQs7EE1/FgXPm2cI5o8hy3pdeeql71vBs4bkRi2jw7Yf7xfKiYllYnGIdl+cVcfyEqXmigX6STJFrwTWAbCA0J1mBHINsePjhh52+gecK5AJ9QCg9ifcDbWIM5d5C8EaLJ1F44lWE8TRIUniCo6x7NsTDytYlh8B6b031/ndi+RqiAaxZM1ezgL6tCTtOcRYavBVwu2OKy14wtjC6BVtqCBgChoAhYAhkDwJYWVHeggqc7z3WZCyZscgGv50nHbAYY1+YzusAAEAASURBVBEmyr6PlslroRbiwsizH38lFz3zeoFdBxzfUU5vu3uBZXyZ/vd/zvvgnat6rLcuvOBqDbN4+sPJsnDZcvl7/iLdr2p4k8jvOQFvx8gNbGGREEDxRMKKJ8o1QuhBLEllXIa7PgYk8iRQWcELijCeDqwrLsHKDymCtZucJ4RwQHKk6g1LWAOeFo8++qgL9aDaA94HXjbaaCPnNYGiSvUHfteJyAG/b3CKBy+Ch1NQUD4TKaDkFCAnA+QCXh6EX5BIDwWZsAm8gfFu8HkBgu0nM58OLAuDU6zjQkwRihDOO0GCRvQHPBK4h1MhGyCjIMMI96G0KtcbXL3gJUH4HJUTIK3wbCBcI1WhzCVeLP635vf319hP/XKbGgJhBCqEF4QtBeH1Jfl9sTIfLysTeJ6yzDs2a5Z/aBjCE5StO21tUqD8FYEZthmnP96b9MG1v7J6fE+H5FkvjnFsLq52MMbE2BF3lsoLLR19Kc9tcD3ffvtt51YZ5RbssSGWkjhLtsGF1wv747rmXf/88myYEs/Ki5gP8au8BBDOCcsOrp5BGakZTZvp7we8TAoiQGwvlh0GCMFygcncH/4exAqD6yff33nnnfxrw/WhbRNDoCwjgIcDVuBEwvuRgTWWN8pDfq873K/EA8klCyNtmm8qgzTsIfhp32qryKaqV6ksi5atcKRDeIOfZ88rsOjBMZ9Ksw03kOWrVsuFT7+u/U1u7JA3NijQlH1JIwK48iMffvhhgVaxtiKEShRVIBT69OnjSAUUt6AQJ40nANuEhdCKdAiEHLkWUB45L97ZZKJPVTCA4eZOrD4lLCmX7qsOQAqi1I8ePdopuKxL1nU/3A8f/pBKqAdtEBKD6z+hKP66cZ4oz3hYkHeCtiEyCytFxbKwOMU6LuMLrgFJAX15RH9uhb2HeabisUIZRK4zYz2uvRdIXTx/IM24n6PIYr9tvKm/zoRR+Nw+8ba3dbERiDXmjL1H2VizHtmQSae1SFnAFer2NlZLg/CQ98Jg5XtlVL9VZZ/5KGH5H/qjfkFjvn5T60l6mbcaKTPNUX20ZYVHAMWOmE5cu7zFI6o1nygK1p59vHB/QBaxPNY95LdN5zTYh8K2SxIlyuVQRoe4VM+U8wInFjVIqnAMBkK83NI1ICpsvxPtlw5sEh0jvJ7nCi9P3MGxAHhJ5v5gm1/02YIVCjdQnjEMnogrhsgaNGiQS0jm27SpIVAWEUD5Cv92sT6TydsLiSVJtnb33Xc7d95FaqWerCsHqVXVVwjw2yY73WKj+i5xI8kb/adZww0id2/VNE8RHTBibIG+UjGi36vv5e/zxczf5dlPtN755d3l4B22ls9/+k0eHft5/vpYM/z2SRq5anXB8UgwRCPWvrY8OQSw/iI+94Lfy3saRFVo8dskM+V5Tgw6yi5WYh8+gVKMNdiHM5DQMXi/k9CQWPx0CB4JkG+Q31999ZU7JhUjSCyYikCMYHgg1wrjgaCHBuEmEA14D/jM+Fjdg+eU7LF8pRlI9qCgcMcbV+FpgWAMIjeCF8gRSCX6w/PDK7msZ3wTr03fhp8WFcvC4hTruIxF/T0UdQ8TtuHX+3NIZsq1hSzCCwTPhWACX3KaQJpwPyHgiqR6rQmv417hWgXJPq4zksp1cTtE/CMJaTKkdcSuWbUo1pizqCeR6jUt6vFS3T+jyYaNNbapq2Zc3UozbAcFNm+sMmzvamKgsEud345t3L6a+IZ5k7KFANf9ggsuyE8mFOvsiIcj/jIs3BPEyJFROtY9FN6nqN9xWcRqkg4hBhWWmoG6t1jEahcLO2RD0L0u1raltTyd2KRyDpQA5GUdZvyTuT/Yxu/rnzEM8nD7xAU20XVJpZ+2rSGQqQhAtAWfobgeEyeMksPvmphuvB/w8iHGmDjfqJjg4jy/bvvuLDWrVpHXtfTl8fcOlyfHTZIrtBpFz8GvSr8uB7lDL1i6THo9OVJu7NxByLdwS9eDpWqlinLziLEy9fd/8rtHeAXy29z5+csa1c3L+j90whQZNuFL+eHPf13eh+aX3in3jP4ofzubSR4Bb2CC0EXwQuzQoYO7l1AEvaA4k+kdZQvxnjLBPArekuy9ANku3D7lCLHQEz4B6YAwgL/33nvdPGEJJI8kDIjwBuLfqUZBQj1ItFQlfHz2RzGkHwjKnQ/PxUshVcEYAQmGAhrMEeCVUbwnsITjPUCsP4o9iVwxwiAkjEVQAr2E+0xSQ37vKKDgj+GHBIkk7cTaTngVJULDsttuu7n3I+35xIhY/FGOeZdy7pAskBngz3ISzHrlNtxeuF+sLyqWyeDkMSLMwEu840JicU04J58jg3sTwxk5Q4Lelb69RFPw994v4TGeH4MQmoKXA8YpBAKNXBhI1DlE4el/X/w2CPXhPqEkLEI+FQxgRRGSgXIueGpAxmS68lzYc4015ixse+wH2UOyUO69TJWMJhs8aP4H478zxZpbW+PnEgmDoOBAKNH2tj67EPBKXrxeR90/bM8L3L9Q4u2fjnW8UBiUFOfDAEsMLzJvkQn2OzjYCC7PhPmSwCbReUbdI8neH/aMSYSurS+rCDBghjxgoMzgFUsqygVKCwNbPHxK6hkbD+P6tWrIc+d3lY2VFKAc5ZXPjpZ3v50uA7sdIY3r1ZZZ/86VTnc9I7Nmz9XxQl6mx3+11GVtzdewdOUq6XrfszJcSYQej7yUTzyc+8QI+fKXP91hj9otL90lBAZEwzaNGspKDcNAVoa8HdxC+xcTAcgFkohi2UdwC8d9G6HqBKUuqUhxqlrueaeiOKGcoKiRMd8rPShHrEMB896PtIVVPdw+8fLeZZ8kfdzTKMS4t5MzAQWBKiwkXWTeexa+8cYbLuzBu8G7TibxD+9Ewu8QfjfeM8KTG8cee6wjPMAC9/jCjGFJ5If3QlgBZRnEDSQCZAkECnkTOAbGEEgCyEJP0IAVZWzDmHFN2BevBsh6ci4wRWlkSu4B2iTfS1gg5AkXgUwgaSIJJZnn+cF1p1oC+QEgKTEqgQHbR4V7FBeWiXBCwSZEF+GcfQnTeNcQ4xfXG4KWcqN4QUKg3XDDDfn7h7FK5jveFIQKk5shKPSJMBXw4wPh20xDarmPSRJKAtTwOcTCk/BdKo1wjUgISr+5jtwDLVq0SAuBDMmBd8sBBxzgDGkcD++X0hZIOZ41sciuwvQvasxZmHbYh2cXFWcymaDJ0c6t8y3XTuuzXOO5RGbNmVvY8y6wH6EMz+oN/qUypzU042pTVYiu6dcvf5tJ+lB5RUv0zFArcxN9sB+g7MyR+qANyrHKNLPdrLWuZMvUlec9jWV7VTv7oLqNBxXOj5VhfVaZ1V/1Ib29PsAm6EvoN828+sNaljbYbmHmX3+1suaQqKUXtTB72z5hBLBQMIDAhZ0kQ7zkeHjxwEMxh7GF0aYmtU9gxMvHu0zidoZ7HQ9OHqQMAkjUef311zuWlOMR94i1ghcpD3UEdzBeoEOHDnWML/cQroqw/XPnznU1jGGfYZyJb8QFmBcELxWy+uIuz2Aa5R5hH84DNp4kPwxWYONJ7ET/eDiTAZi+sQ6rAy8GXvi86Dk3zpv4SWLs4gnudiR74nhhwd2NF70fcLGec+A8IRzIL4LQF/KNMBijj7w0SIyVrDDQwMLDvlRfIRsy7tRYKbp161agGawcDNjoB0QI5+fd+uJhU6CRiC/kpqD/CAoN9wz98cshJAlxiHdtfLPcT5T+8o/DqPvDbwurD3aEpfCCx3rLwIxBWlBwAyVzOSXITAwBQyCAgA5YVWsjAF/rRe6TvyK39R6ytHYFWdSlQ/6ydM7w+4ZY4LlNJQr//E7HMf5btEQqaLt4RXhhWYNaNfzXrJpW0hCS+nc8pS4cv4lq3ev6rh6nOroVrXm4blkJz+GhACnAO40QnZIU7iHeW9w7jFkS3UOMAxgr0F/e//EE8g7lHGszijUeG0URxjSQMFF9RLELEoHh76kelz5TVYH3LpZ+rNTJCB6mKHGMW8L9JIEk7TLOC4ZlJdNuurAM4xL+Hu5LMsdlbItXLQkjIVnArahCGdGo+4XQBD54XSJgzXfGkYURPGDwQuF3x5iHa+bb9u3179/fJfpkXJ5sqWPGwZALwVAKrjnfORbkIuPwrUOe7v1Un2R8y/iyuAT9A0KdkNsowit83MKMOWkjnj7AdcOL6/HHH5d77rnHecfwTCFfGGNf5BSNBEAHAP/SEu5lSCx0maBUCn4pjvkL1fVsH2WphqCI6aD8fHVZ9mTD08pg3agXsL+6Fp2tCuTTCiLr39S63A8oixkl/+kPqr+yiSPUJYgfrFcO2JZkktfpzXqvKgJ7K4P4sCqLkBjVCvmjijq+LUsfAih3KL8o59ygKNBkNyY7Mgo9rG/Lli0d2QDzj3sV7CwujJ5soDfEwlHqh21R+lAGibGEIQ++TH3P+UHD0kIc8APmHuJBhXsY8ZcoxLiceYIA5ZmYflwNKQuH8gxRwUsVywDCQxAWnocrL09Ya14kuBSiAEMuwD5CMPBAYJCEsgp7zgMWhR0WGpdHHiZRoR++//GmPJSDXgycIw9KXN48887+WHhwu+K8YLnpf7JkA9eI2tpcP6w8lL9C6YaBhmxh0OAZdnJqkMQSl1POk4cQlimICpTwWNjEO0e/DssV9wGEA1YP2kJw1ebacL2QeNfGbRD6F3V/+E0gtLAicM5YbbHmcO+EX7Z+e5saAmUdAY2S0N9bdpwlA2NyPRSHRJEKUcuK49jlrU28DLB+loZwDzHAT1WCOYFi7eu9AHivBgWFCkt6PGGsg3UzKD4nQ3CZnw+PjcLf/XbJToN9TpZooO2w8hg8Hh4jqXqN+P3ThWUYl/B3fzw/jXVcv54pxq1WrVoFF7l5SBrGgImE8SvjmqBEEQ2sR2EPEjVY1ItiVUfZ9tVHYpEkwTwcwT6mOu+JB8bKhGxgLIScgXjAYBW851Jtuzi3T3XMSV8S6QMo74znETyeIFzRd9BT8Czxxr7Ckkiu4WL8V6xkAx4Fn6titr8qNQheC7utTfLzMzePKlfHqNX4+LXZU6/u00cmqwfDG+pmRGLH49RtJSwNlOm9SxUYSAS8JbzMVQb3BlVI26sF+0BVRpGzVSF6VBkfFEqTzEMARRw3Ox68PKDxPPBZjcNsKC/4WMlzWIcrHi5qMI9t27Z1hADsHx4OYSEBEYkUURK9ZRwFGdaQFwkPYqzVvKixYDCwgPzAtQ8rAQwnSr1PTMWDFYIDtz8e6vQdF0aUcQQ3Nh6QCPvRPwRXSea9myMWeUgK4uvSRTbg+kWfITO88IAaP3688/ZgGV4fQfLGbxdryvmhdIMLbUO+8NKBWIB8IX4TsgHsIIxwecXjAcHKw/Z4ZTypXge8NKKwiXXs4HLuG2JCue4QF7SFMOCCkOJ+SXRt3A6hf1H3B5vwcIdkgRTzVUwgUOiDPWNCINrXcoOAPrLU2iPqxSP6nBHZXStP6iPZpIwisEzJ+VG4Nkd41pXRUy7SaTHOQAHAaxMljfdnsAxlMo2j4CUiV9gmytsxmfbL0zaZjCXKdaLrzLXCYyUTrzVJsRlzofhyz+NVjAEuGYlXupb9PfGAEZFxF2FIeBgzTi/O8ORk+h7cpjBjTvbnfOLpA3hv4OmDQQ/iAaMaBjXClTCOogexf6ZKsZINm6g7R1O14N6pLh1/KkiXqJJ279pyQm+pZRjFcBdGJgE5QOOAPlMlbbR6N0SRDX5THhhBGamW0oXqFrbX2prLrMOjoYU+2KeuTXgT3N7mSx8BvBGweGMVx4WKskexCIV4vYXRReFESDxG0j4UWrwU4kk4SRlhDPxgYdK9RWCrrbZy5APeDijWSLNmzRw5gtKO8FDlgYrCjYsdijjeDbjThYX2EbweiGsmL4APD+GByfEgYLwrXnj/RN9xoQp6NrB9+Dy96ymkBuEUJHLDUp+KePYUXDy77QkinywJSwznwXUOCmEUxNgSQuMJAtZ7bILbJpqH4Nlpp52cdwbXg3AQQhzwgkFSuTbhY4VxAyOSjsEke6F94k39NfTLbWoIlBcE9JGr97+oV5ooYSz6nBRVrEjoJ0r6ZY/XQ3m5XkU9z3majOx4PE9jeJ8Wtf2yuj9KCEoiRgoMLSaGQFlHAC/lZIWxZLLiyQUMW4wbGYNi7Q+PfZNtL7wduVjw+PWCsRGBEGB87oVwBe9R65cVZsyZrD7gPTmOPvpo14/dA/pzYcbPvs8lMV2HWjEcjZO/XTPrbqixW8PUitlWgXlH3bYRPBuQ4IXj+x5rFZOZahVNRaYpk4ZspopgUOhDpl+EYH/L0zxuUCib5EIgez9KKC/kogpsJ4I7fDokrHTSJt4PnmnlO26DuNQTZsHDB0+JKPH3omdxSc7D4IMPYQgksmKdd8WLaiPeMqpTJHrg0geS8LAtuRZwY/SZieO1nWgdngZB8Um5wr9xCALEY+D38dj478lOCWsgGy91pInvJAFY0HKU7LVJdDzCRxDvQui3p9+F7btvw6aGQLYi4BPlq1HOiaav0RhaUTdXMurnpWTQR6MjI7L1HK3f6xBopM/5XLVgEn5oH8PA7gG7B9JxD/iEqeueNNFzPgSESi2E5RJOi4Ew0bg3urXopRgr8STwH1+hxX9nivEpqAMEW0p1zOnHwon0AT+WDo+1OXamj0GLlWyAfcJz4U112e6kGW0XqTX3Eo1dJ2ljfY25QwizCEojkg+pNFRX91TE1+P9Yi0Dlcq+tm3pIIDrObH2JGXkYYHLlS/hU5Qe+Zi6eLGARWk/vC/3OUkkCcMgqzUuTmHPG7+PfyD4GH9CM8JC0p2oclHh7aK+Y2VPdN70F28DlHLCLPDGoM/0PZ1COAISrMvMdx+DSXhJUDw2wWXJzJN/Ag8RCBRyenAu/oWUyrVJdCz/jPGhPom2t/WGQHlAYK3DV4FTJXJRdVElAUXDyfLyCZIbj1B05Qbl9TFa5UEKl6CswIHsiyFgCBgChkCZRsDnnCAvG94EeLFCCJALzXvWphMAvH1JuOk/vmIHZXX9Mjx4vbdz8NiFGXOmQx8o7Pg52PfinC9WsuFXvSH6q6s2xMFAVQJuXcuGE0Lhwyc+Dbm6f0UsoIrP7ZDsybdcm+V3/NixBXZZraMerJ7plh49RGP3RbOCijJcooqaqCu96I2YN8hK9/HKYntYpPnx4uFAHBYhFMQj4WrolcVgrWwfF5/oenqlOZlEO8ngCmsbTwgHgGgg2aMPv1i8eLGz+vj9/IOA0CGEcAk8IIi7C5b24dxIIIlLWGEEF39CCeIJiWhgkWFfYWhJSMlxEyWgitdm1DqYZ4SQiaD4XBc+T0QYm+C2yczzoMZDhpJMvCQIo/GSzLXx2yaa+twSlPoKCvdlonsyuL3NGwLZioDylBpKlFegQEPRNY8N3okkPIt9Rjw+IR8QilBoahc54pT6soHMkdP6N3ft5a21/4aAIWAIGAKGgOQntSS8ggTxeJbywZMhnV4M6ca6MGPOouoDjKEhObyOlO5zSkd7xZqzgQ6O0rj08zWZx0ZqxfSJG3dXJYR5qlR8pMol1ScO1Xh9hIoVG6jvZU+tTuHlb0YoKlSiIEEkgpcEQmlNQifI73CfJmr7QtmuAZqx9ES1bk7ULPWT1T0deUTDOUhGSUhHOkS9tVVJFLVA466/bjBF2+phLxh1Mdz6D4dlGVP/8d817LtcCj+O+/S6kGUWJR3lFLckrNQkSiSHAsowWXtR0snIjFBpAsXeK9Uo9uQe4KFEjgBi9snhgNKO4FqP+FwC7ov+w6KPoNjjGo83AcRCkOAgrANPA9r3wvFYTnkbxHtS4KFBhQIYV18JgbwMJFL0sVbEgpEoCgWcEp4DBgxwCYFIpEg7VGlACffVHPwxk5nSL/JfcKyxAdIteJ6+HRJqwtYSSuGTHfrwE79NvCkkERLEyuewgCxCaJdazJTh5AFMQkwEYoY8G7w0kChswCMVgeEm7wcEU/BFlMy1wRvE3yOE3niPjCBu3B8kuYRVx1ODvp+llXbIC8L1RkgUSTLMsMdGKudh2xoC6UQAJV+L9WiOmHVT5v3Hr4taH1zn14equ7quasoURzhARCQSzZ+rz3iRNruukAsnnSbHXnG+VKlb0MMpURu23hAwBAwBQ6DsIeDDEqg2QxU4qjpQKj6bpLBjzmT0AR8aTuU77yEMNoyh0V0wHOIFgueyz6GWKdgVO9mwRkcgx66tEEGehtNVKTiCtNUqD2geh2vVwnrR2WfLGM3lwI32nboHPE9ZQVU4/1Il8Rpd/zt1nlXOUQKBEplUqmA7hNKaN952m+ygVvFnVLHrpS4Hj2jJy8e0CsW+bdvKVhqPTqJIYl2qasWDdInqS/mC5UYT1TviAfIh/FFvG62pi7KbR0yEB2xU7PNkBAQEfIqfBuf9Mh8jm9+BLJ3hx3GvXivYStyRsEzjBs+1wlpN1QeICKo1UDGBag0sa6yhNrgyQTbwHWs2GVlJFEi2Vqz7KH6wfcR0sR9C2RiIDNpDmcWbAsENH+WRbRGSPbLNhRde6EpzsozKCijLKJsshyihxi0WdWrcolhTRpJqDHhsoPiSHKdPnz4ycuRI12cs4xMnTnSlPCmdSbkaCA5CSfr27ev6SylQzqcwAtkAcUIpUBhOvEPo211aWhYhLwMMMceg/5Aa9JvcCvSVUJBkhAedT8BI4hywI2GNdzWDyIA4oqIGnhsQASjhtE8oArhDtngXNB6KYWyS6UdwG6p/QED5yh5+HcviXRvuN8gfT5R00XAvzodrErw/IMV22203wasBTxzyc4ArZAr5ObhfuW8Lm2vD99em5RMB3iH683XEgJ+i7PMpzHfIAfaLyFGbDzCJHXn3KKeb//HfIcmp7ue/+238d+VF3Tq+89jk/RZL9DGszzZN2KyvX31c6jNSZPv6+sJs8qyar3rF2s2WGwKGgCFgCJQTBChXTvl5CAbG8D4/QaacPvpEMn0qzJiTsSS6Qix9AM9Z9BRf2hacGMszRRhbo2cw1mYs76u/ZQp29CNHFT4d5qwTqhmhc8yak2e1Xbcm9TkAci7Gqtj8pYokHghRF4uylT/oaIXqFZsmcAFPphd4QlTX7KQwTLPVUplq/od4x3j91cpyXo9aLh413nbx1jEIhHjwHzwj/DxhGHwPTtk+KFiHSHkR9SEhFwQFU7+emFq+M7jMJPEVF7Aqk+Mgqk4wWVq5h1BMmXK7+vit4LmwHQREM73HvFt+cH1JzGMJ96wmxwt/5/fgKyYEfweQAyj8uFLhzZFIyHZLAsSo0kdgAJbBfoTb879LCAfIGaz2wf6Et0/Hd8pGQs7gdbCFlv8MSyxswtvF+45HBfdJ1PUPX4vw93jtRq3jniVWkBckHjOEpISF+/QYJVYpy2mS/QgQAQVRzPPYf4LfU52nDU8msG/BN3FBvFDUUez9R2+9/HmW8Z1Hh1/up6zzRAHT4HfeI+kQ5fqVaBQlEgu2plynPrNFLSxqFLgQUjevf24rfUerOYaELnkZJNfumtt6D1lau4Is6tKhYGNp/NZryEjpsH1zOXp37ZhJTAQq/fSb1L/jqbyYGc2plC/k1erdW7QOcP4imzEEDAFDoDQQwOMZD2hKzGaShMeY4e+x+pqqPuDbYezPON6HcvvlJT1lXIzhltxpQdHhQPEJJ+4T5TVThSaWEDbRZm0FgVjbpLJ847VJJtknnURDKn2Ity0DQfStCJ0rcjesU2ECAjICbwr/oQqjllzN/84gNiyEa0A6QD54AiI4j8eE6k5q/V839fNYsrBOpVO8Fdi70Ue1HVS+fR6HWNsFt43apriXhRX88Hd+D1GKNrkbUi35OW/evMjTiSJswhsGf5eEeASFB3ei3A2cl2dYg/vGm8ctLl796CA2he1DvIds+FqEv8fre9S64D0bRTQQ9gOBYlL8CPB8RFmnkA3TWPOFWQ8hQHtMlZuLK5C56uDiFH6e8eF5nq3o16zz61H++fDdz4e/sy5eToS4nSqBlZAYwVudvuqjzlWjIBlkqPJtCfQo/iFGTPxOGternRTZ8Ot/8+X5T7+WapUryXabbCQPvfuptN9+KznrwNbuIG9M+UHe/PJH+XfhYtlx00bSq2MbqVM9z4Py9zkLZOiEKTJplhKTVavIpvXrSp/O7eXzGb/JEx9MlNW5a+SoXVvKEbtsK4PemiDf/KZukSpntt1D9tiqqSPWP1eFn+Of16GNTNR23v56mjSsXVO32V02a1hPOP4bU37U+yNHzmrXWnbcrJFrg3+ztU+Pvv+5a7eW3pz/a7ODHKh9NzEEDAFDwBAoXgTCY8zw91hHL4w+QFvJjP1jHbMklq9HNmCNQBhYZfIAJ6+XJf8fXCpUwBkkzZp3nFPBqkUJ2hTK0DorE0QE4fN8SC/Ax8/7KSEfuMCyDv2V5F9rcxgW6BFEA4QDA2amDDCZBuf9Mm9B84NmP5Bm6ucZiKebvCjQ4TL8Bev9Z5qPhBKSPGAe1IxrhJakQwg5iFW207ePZ0VxSib0obDnhysbNdTxVOGl4bMMF7a9bNmP5yJKP88O/0G5Z1lxTmk7nkcA+PGc4RnKM4dbl2nUPM4pweVs659ZLPfzTKO+l9f3Je8APBgQdVxyBm9Nb+I86/KWZuf/8T/MkgueGiV/zF0ozTduICv1JodA+GfBYkc23DLyA/lkxq/S+6gD5Me//pMrh4+W1yZ/L+/2Pl2qV6ks5wweIftt20ye7dVV3p/6k5z9xKuObIBImDjrd7nhpXdl60YNHdlwfse95PLhb8rTH06Rti23dGTDfe98IgNHT5CFy5Y7wmLzBvVk47q1laj4wpEMkB8VK+Rov9a49sdOnSlf3XyBjk9y5OfZ8+S4QcPkvIPaOC+OASPHygn3Pyd3n3y4nLj3Ttl5QazXhoAhYAgYAlmJwHpkAwMHZMH8HE3UWCDCIm9FOf8PLijcmS7qSa8KaN4n1b6iIEA6ePKBqZ9nOfHA5Fbkw7x64jvCwi9nimeFr7sedfwoBSBKEWCZ/6AwMB+cBudZh3WRD8vD8ywDl2wnOXwywyhci7qM3Bd8SlMyoQ+FPX/yP/ApLkGpw109/EHBDy9L9J19ggRBcD7euuB2fh6yIVnhN+h/x+Hfb3A5pCV5algWXO7nw8RA8HtwnmNk+28+WWxLYzu84zRli8aLiuZNKTtY79eimdzX/Sg59p6hTuH/7MZzZc4idXNR+ebXv2WgeiN80e882aR+HWm91aYyatJ3Mva7mfLCZ99IOyUMPlUiot12eR6dTPfYcl0oQovGemMHhNCvVk03DixR0kYJCLwTHnr3M/VK2FHOXutNAfnwoh6jlxIJZ7Tbw+1z/pBRzgPij3kLpCkeFC+NkX222Vy675f3LL/m6HZy+O1D5GYlHYxsKACzfTEEDAFDwBAoZgTWIxt8tMPMGRWUbEhhBFnMHc2U5mfOqJh0+EOm9DnVfjA450OSsKIIZIOPSQ7GJ/tlidydsVoSPpLIMopSlYqg7Hgignn/YVnUPMuIb+aTaB7PILZjGm/er8cayjzT4HxwmV/HFPfkRFMUK7ZjGv6kglNpbou1GtfsZD7xtkUJ9h8Udeb9NDgftSy4Pjjvt2XKPe6nzKfzexRZkMiKH+uacT/5e9tP/W+AKb/34JR5lEi/PLwu1vLgdmzDx5MDfsq9aVJ2EDjsMBE+mSjLV66SG195r0DXVqxaLR8oKbBkuf5g18qezTd1IQ3+u582qqsxLiqQBYRSNNkgzxrzyHufyxr9MZ76yIt+U9fe5hrasHDpclX468hmDerKLaM+UM+IBXLFkfvLwz2UkUlRalfTH6JKyybryImtNq7vluHZ4GXrRprESeW3OfOlXo1q8oaGdtSpXjU/NGO1PkjpWwV9ISxTTDgXE0PAEDAEDAFDoCQQWO+N06wZMfu5MunzSrLrHkY2hC/C5C8qye67qxZnkhABlG6fEyLhxkXYAIUUC6u3soansay0XpkLWoWj5lEg2RZyxCuUfI+a98qmV0CZBueLcJpp2TVMPvA9ipiIWuY7EFR4/byfsk3UfNQyvy3rwqSCP1ZpTsEgSAAF5z1ZxNQTUcF5Tzj5df47yrdflmh7toMYQIH3BEGy0/A+XGcTQ6C8IbBKQwxe+vzb9U77a/VM+EXzMXghpwL5E8KCco5UDP2Apv/9n9SqVkXeuapHeJf87/d0O8KFTjz14WR5+Ytv5Zb/HSzH7blD/vrCzlTjwRGSShXzGDxCKmb8M8etveTQfeWcDnuGtrSvhoAhYAgYAoZAySKw3luLd+ohh+TImNFV5Ixz1c/WJB+Bf//JkclfVJRrr85fZDMZgABKIW7TfDJdsJB7QiLKWh5cFp5HIWdZvKlX2lHg/Ydlft5Po5axLmq5Xwa2fsztp8FlwflU1nP9kvnQZjLbhbdhbA5RECYLEi3jfEwMAUMgexGoqYTA97dfXOAENr3gVunZvrVc06ldgeWpfCEnw6JlKwTSgXwOQSFfAp4Nu22xibx/zRly/QtjHNlwvuZ/aKSJKQnPKE6pDkupMuXnP9c7zJIVK7Xfy2WjOnkeG+ttYAsMAUPAEDAE0ooAubwuuOACodR6x44d09p2tjS2HtlAxylRdeSRFWXWTxWk2ZaqqZg4BF4YVtXlazjkEAPEECgcAl7BLdzetpchYAgYAoZAaSNAfoWRmqNhwIix8viZxyoJm+cBQaWJh9//TK45qq089N5ncmvXQ+TBHp1cosiLn3ndVa6AbCCxI0LIhRe8MBDCM+JJ/LUizTbcQGpUrez6R3WMHbRKBrJmTa70enKkywVhZEM8hG2dIWAIGALpQ2DmzJmu7D3ToOTqs96/O4LLy+J8nu9d6MyIv6Qs44P3qM+viUNgqbrQD36oqpx5Zo6LQTZYDAFDwBAwBAwBQ6DsIjB7bUJIvBWC0m3fnV05y9e19OTx9w6XJ8dNkiu0GkXPwa9Kvy4HuU0psfnP/Lwa1B1abeWWtd6yqZvurlNCN17SRI/DJnyp+0+Uu978yK17R8tbUnIT+WdB3v5BUmLO4rwklb9rLggvcxZpgiOV+UuWSZVKFV35TEiLTnc9I7e/Nk4eHPOpHHnXU65c5i7NmvjdbGoIGAKGgCFQzAhceOGFjmw4++yz849EafT27durt3L5SFcQ6dmAG3Lfvjly6qlVpPtZy2W7VuUDjPy7IGLmwYHVZMniHLn88oiVtsgQMAQMAUPAEDAEsgKBijmRdpYCfX/rq2n5ySUnTPtFTn/0ZfVUOFga1q4p9WvVkOfO7+qWjft+lvAhdGKg5mlorKESMzVvAkkZD79jiHRo1Vxm/jvXVZPotFteXogaGoZx4cF7y91vfiiXDXvDJaC8plNb6a+eEhtrUkoIhdenfC8vfz7V9en218dLVU3qOPX3f2TIuMluGeUsK6ur3H9KiAz9aIpbxv7kmbj8iP3kX61kMfzjL+WONz506yBIrjxifzdv/wwBQ8AQMARKDoHNqAsdkN69e8v777+vIc6JfNUCO2XxbI6eaOSZsnS//XJl/qI18vJbC1yCsiw+zyJ1feo3FaVT+9py2205ctFFRWrKdjYEDAFDwBAwBMo3An9qPoEmamH/UBXhffbJxyK39R6ytHYFWdSlQ/6yTJ5h+DRLiQRcYan24F1iCVlYpWQDhMNf8xbqug0030xe6ETwfMifwHb1alQXwihy9Q8CIV2yWPNKQHQ027CeJrTUTLMpSKWffpP6dzylJS5+E9lkk3V7UlNbB8py/vnrltmcIWAIGAKlgEC/fv1k6NCh8v333xfL0f/VkngDBw6UKVOmSG2tx929e3fNa3iIzJ07V6677rp8z4SNNtrIeSoMHz7c9aN169Zy2mmnuXn6Rh8hHM4880x9fPaWm2++2a075ZRTpGnTptK/f3/3/dxzz9WE9Cvksccec9+z7V/NmjXlgQcecDgF+x6T3icEcfDgHJmlJTD7Xp0FmfeCZ5XG+fnzc+TcU2vJXnuJJvhIY8PWlCFgCBgChoAhYAhkLQKQC1tsVN/lSfBEAycDsUA4A4kkWR9FNLAdBABEA0JFiXQSDbRJgsxWm26cMtHAviaGgCFgCJRnBMixsJcqf5tuuqkjCP766y859NBD5YknntBKexvI9ddfL6NHj5aHHnpIdthhB61UuLs8++yzst122+Ur28OGDZPjjz9ebrrpJhdKAZ6dOnWSFi1aOGghJI466ig3v2jRInn00UdV9x4sc+bkVRVyK8rAv0rxzmHrrUWGDMmRLl2qSJOma+S8i7W+YDkS8jSc3rWWrFqRI88/n+My4Zej07dTNQQMAUPAEDAEDAFDwBAwBAwBQ6BcIXDppZdK27ZtxedawBsB8uHaa6+VHj16CN4MEAMHHnig3HjjjTJu3Dg59thj1elrndfXiSee6IiJw0iGuFb23HNP5yUBQU37XmrVqiVvvvmmrFq1SurXr+8Xl4lpXLKBM1Tc5N57c6RXr+qycoXIRVeWD8IBjwaIhpnTK8r48Tmy8cZl4nrbSRgChoAhYAgYAoaAIWAIGAKGgCFQrhAgMWNYKlRY38l/4cKF8sorr0i9evVcCAX7kMxxq622UsNzBVm2bJlUq1bNkQU9e/aUBx98UP7++2+ZPn16uHmpWjU6hC3oDed36tAhO0IIfX+TnSYkG2jovPNEwRJld6rJ9B8ryi33LJZatZM9RPZtR44GQifwaIBoaJmX0yn7TsR6bAgYAoaAIWAIGAKGgCFgCBgChkA5R2ALLbX4yy+/5KPQoEEDmT17dv53P/Pjjz+6WfIyXHLJJX5x5JQQiUceeUQWLFggf2o+InI7JCNRZEMy+2XjNkmRDZzYGWdQDjNHunatLAfvU1f63LpEDjp0ZTaec8w+EzZB1QlKfpKjgdAJ82iICZetMAQMAUPAEDAEDIE0IjD6qx/lmuffljtPPEzabrdlgZa/+uUvV8Him9/+lg21KsYVR+4vbVsW3KbADvbFEDAEDAFDIB+Bu+66S8iN4KVOnTp+tsC0Ro28XIWff/55geV8WbJkieD5sPFaBfHOO+90Hg8QFIRXEE4R5S0Rbqg8kQ3r+46E0Qh815KgMnVqjuy/XwU586RacuzBteX1Vytr5szARlk4++8/OfKAEgz771pXHn+gmqs68f77RjRk4aW0LhsChoAhYAgYAlmDQLgg2C+z58lvcxbIz//NK3AO85csk9MeeVEO32VbGd6rq3z/52x5anxeGcwCG9oXQ8AQMAQMgUgEOnfu7JI3UlWCzzHHHBO5HeES5FB44YUXZPLkdc9ZwjCoIOG9Iz755BN58skn5eOPP3aJHj/66CMZNGhQZJvBhRANhGWQnyEoVKJYvnx5cFGZmE/as8Gf7YYbimhyTbn4YpF+N1WS88+oKdWVANp7/1XSasdV0qjJGqlZM1dLQPk9Mm+q11cWaE6GmTMqyuQvKumnotStK1qSROtTXy7COZoYAoaAIWAIGAKGgCFQXAhQIrPLoGHywgUnSMW1ccNnHdhaDtu5hTStr4OSgLz99TRHQuzfoplsVLeWTLjhbKmdYjnLQHMJZ3Mii6In3M02MAQMAUMg6xGoUqWKViC8QAYMGCAHHHCAC6XAC+Kll16SvffeW/bYYw+ZP3++Ix7wliCh4/333y9vv/22XHPNNa4MJhUqEMIrEE9QMN9ESz9DND/++ONSuXJladOmjWytVRm22WYb5zkxbdo01UsLvgPYL1slZbLBn6jiLCNHUII5R0aOFHn33coy6sVKGq8isnhxBjMNegIVKuQ6ckFDd7RUSY5ce7Vo3VSR6nkVqPwp2tQQMAQMAUPAEDAEyjAChC28+sVUua/7Ua78ZEmeav+R78tHP/6sg86CRw0TDaz98a+8uOKKWiITaVQvubhgt3Eh/uVm9jCuEGdkuxgChoAhkDwCffr0cUkfqTjRt29fNaLnqFH6TFd5YsaMGYKXBFMfMkGCSAiJf/75R3XKQ1weh1mzZglkBDJixAi58sor5dZbb3XlMEeq8nzOOeeo8f5ioQTmypUrnVcD07DHW/K9zswtC002+NNp2lTk3HPzPiLZ8nbKln56lG1qCBgChoAhYAgYAulG4EcNR3hFyYb/t3cm0FFU2Ru/zRqSgGHf9wEc2QUEASXAgCBkkAFkURFQGUYUBkFWnT/KMIA4sogKqIgsgiO7oICK7DuCiCwS9rDIvoUd6n+/F6rtdCpbJw2B/u45SVW9eu/Vq1+fk3Tduve7o9tHJGnqnw8elfmbd0pI5kzyl7J/kkkrf5LI309L20crSKvqMW+yMNGV6zdkwtKNsnHfYbP/UME88mJ4VbeTYPDcH2XM4rXmmv+cMl8KhGWT/s3CZbc6FWau/1UK5sgmz9WuLAc1neK/36yUNbsPmr7Qc8icMYPUKlVU544ybfhVqWgBaVezouw/eUY++n6d+bLaVFMuHn9Q36rQSIAESIAEkkUAEQeffPKJjBw50lSZQGqFLf6I/S1btsSar0qVKsY5EatRD7qiyoKXoSRmw4YNjaPCLnOJaAo4L2C2ZoTXsHv2MMXOhnv2zrlwEiABEiABEiABEkgigV1HT0j/LxcbB0JeTWWYvWG7lCucV345dExW7z4gf8qbUyoXKyBnoi9L8xFTJGdosAxq1UAuXrkqXSbMlc9X/CRTX35aHilZWBpVKC0LNu+SPcfhqKgoQepAmLlhm7y/aI3sOHJC/tmopllVzpBg6fh4FTkMHQfVc2hetazkyRYiRXOFyZGz52XIvGXqaMgv77RtbPoXy5VdcoRkkU37j0it0kWTeGfsRgIkQAIk4EQA2g2VKlVyOpWitly5csUZf785GewbTJZApD2IWxIgARIgARIgARJIVQJBmsuoEQFp1crkzy0fdPirWV5YcJB80/t5czxAIxKQCrFuzyFzbtDsJcZhMKp9U0FEA5wLo3X//OWr0m3SfLl246ZUKV5QQoMymf5wCuC4RbVy8mbzerFuP0T7wJkQFhJk2rEPh0YOdWR0bVBD8ms6BZwdUafPucct37lfOtet5taBcJ9Ixo7L/hy0ljyNBEiABEiABHwlwMgGX8lxHAmQAAmQAAmQQKoRcOmbnvQH4tY8T7UL6ETfb4uUH7fvdU/5k0YAwP5v5veSzkPZuv9fwwUP+t6GCARYgezZTCoF9kvni3lDdfLCJZO+MGfTDkHkg6f2Qo0/FZHgTBll34kzslMjFyoUyYehccS0M2VIb9qT8itj+vTSuV41eWvWEvnkx40ysEV92a/zH1LHQ12vsplJmc+zT7qLei8qWum6j0TKPO+P+yRAAiRAAneGACMb7gxnXoUESIAESIAESCAhAg89JBmOnU6oR4rPbVINhZkbfnX/7Dh83Mzp2QYNh+u3tGxVEs2uJIHuJy5ES/TVa7EcF2jPoMKOD2tEAmzP8VNmi1+uFGpdtVddh2xZMsvkVZvlgkZOzFi/TbUjyqUoqgHryqAOESmheg8Z+E4KPGgkQAIkQAK+EeB/Ed+4cRQJkAAJkAAJkEBqEtCSYukGD5Z05y7KLY0M8If1iagj+LFt9KLVMnjuUtk2tLskJ6rAHu+9DQvOog/6Ljl69oIcOnVOCuf8o3yZXUEid9YQ9zCPYAp3W3J2QrX8ZYfHH5bRqvUweeVm40SZ1KVlcqZw7JspMkpctcMdz7GRBEiABEiABJJKgJENSSXFfiRAAiRAAiRAAv4jULeuqUGdWas93KsGh0W5QnnN8tdGHox1G6hkgTQMiErCUErt5i1Lbty8Fauf04FdHtOpJNpL4dWMowROk+yqJVHqdlqH0zxJaUunjpIM0J+IiNGnSMoY9iEBEiABEiABJwJ0NjhRYRsJkAAJkAAJkIB/CKjWgLEbXmKQWbKIq11bybJSS4rZT9f+WYHPsx4/H23GImXBNmgkwM5eumy2b7f8i9l+oqUvUQIThiiH3cdOSbcnagqiH2D5bkdvTF29Rb5Y/bOg2oU9b5RWn/C0vVq1AoaKFN6WR+dpXaO83Lh1S9po+cuUWhatmiE5sos0bRp3Knxm9ucX9yxbSIAESIAESCAWATobYuHgAQmQAAmQAAmQgF8J2KKDZ+M+OEuP1yS9PnRn3rTdr0vwntxTHNL7nH28/+QZeX3at+Zw0/7DKsz4g2zYEyXDvl5m2uZs3GGcBhCDnNSllXEwPDl8ovxrxvfScvQX0qvJY9KjUS17OvlrlT+b/d7TFhpHw8pdB2SgzglbuPU3eVurWqDKRMdxM7S6RYy2RL//LVIxyA2mj+ev1tUrmKiJp27P6XkuOfsuLdsZvOwncXX/p4jWfY9j59UJYn9+cU6ygQRIgARIgARiE3BpSJ4WbKKRAAmQAAmQAAmQwB0iULCgSI8eIr16xb3g88/LzQXz5PSAF8RSTYJ71W5qpMFvx07KxSvXTAnMkMxxH95PadUHODqyh8REO/h6rx9+t1Z+VbFLuzSnr/NknfqNBO0+LK49WrFD68vHsv37RYqraOTq1SKPPhrrFA9IgARI4E4TGDRokEydOlV27vRf6t28efNk+vTpMmnSJNXLpdRhQp9xSEiIfPjhh/K8/g/3NEY2eNLgPgmQAAmQAAmQgP8JPPywyNq1ztf5738lneWSrP/7zvn8PdKKKhV/LpBHqpUo5C6T6b30nKHBPjsa8K4IP5evXZcJyzbJS3WreU+frONMv+yWLKu2iOuDD+M6GjATPi982S5fPlnzsjMJkAAJ3KsEtm/fLtOmTZNb6jxOzG5omtn8+fOlefPmcuDAAfWl95JGjRpJVFSUGTpnzhzp0KGDNG7cWAYMGCDnzsWk4Nnzzpo1S9q2bWvOd+3aVRYtWmRO9ezZU9q0aWPOoWHXrl3yzDPPmLZXXnnF9MH/glWrVsnf//53iYyMNE4YjOnWrZs5vnnzpsyYMcOMgzPgp580Xc7DTpw4IW+88YZmzzU111m4cKHH2ZTt0kWTMn4cTQIkQAIkQAIkkFwC+gVM+vUTuXJFJCgo9uhcucQ1eYpkbtJEshTJJ5fDq8Y+zyO5qloQtd8eJxc0agKlL/9cMLdUKprfZzLpj56UbJPmi3TsKNIynmoW+oZPatd2dkT4fGUOJAESIAHfCCDSAA/RacXwEP/FF1+Y5Rw8eFBOnTplnA4bNmyQcePGyYoVK2SwVlzasWOHvPzyyzJz5kzZvHmzZFG9ojVr1shLL70kv/32myBCAA/9cHQ88cQTMmzYMMmXL5+ZD46PMmXKmLaiRYtKQY0SHDNmjLzzzjsyZMgQ48BYv369BqEVlwIFCsgHH3wgs2fPlgoVKqjcTnq5fv26wJEAR8aRI0cknTrF9+3bJw0aNJDXX39dnnzySeMIgUPk008/lU6dOiUZL5wtuIa3MbLBmwiPSYAESIAESIAE/EsAD7RwNHz5pfN19AuPS784hX71nWRe94tznwBuRdWL/GHZ5IxqLCA64t12T/pMI51qUWT/4EtxVVBxSQ2BdTT90qzfWEXatXM8zUYSIAESuNMEHlD9mLNO2j93eiG3r4eUjjp1Ykorw/Gwd+9egaMBTgE4AiZPniy1atWSF198UerVq2ciFNAGQ5oGHvzxsB6kDviBAwfKtWvXzDk4VUqVKmX27V+FChWSXOqYt61Pnz7ywgsvmENcG1EScEK007/ZiKxAhAVSQr799luT5vD777+7Iy4QOREeHm6iImpqCWqsFYZIh6Ta5cuXzXrxmXgbIxu8ifCYBEiABEiABEjAvwTyavnHp58WfR0j8txzot+y4l6vb19x6RfJbPpW56JqG1yuXz1unwBtQdnMeT2fk+ir1+JN0UgKmgxajjNs7AxxFS8prm9U/NI7ysSeZMQIkeBgOhtsHtySAAncdQJ4e3/y5Ek5c0Ydptm1gk4q2DfffONOX8B069atM7PigRzOANsQoRDqrWujJxFNAHvqqadM/6pVq5p0CkRgIL3CtujoaClZsqQ7laJGjRoyduxYqVy5sowaNUoiIiKkUqVKdvckbe0H/fIeqW6IgoAhssG2Bx980Owi1QPcEPkQFhYmW7ZsMe1YK9aG+72iLwXg/EjMdu/ebbqUKFEiTlc6G+IgYQMJkAAJkAAJkIDfCfzrXyJly4p8/LHoKxXnyw0dKq6cOSVU39pkPHBMLrRpKNbt0pHOAwKr1Ul0MkkENL83y/JNEjpriUidcHHpWzDJmtV5qIYDy8iRIvi8NLyXRgIkQAJpgQAezGFrVU8GYf+pYZgLEQq24Y09DG22swFbRB44md3HM50AGgvZsmWTjRs3Og0xba1bt5alS5fKxIkTpVmzZtKwYUOZMmWKo0Mj3kkcTjg5CjJmzGh6IqUCaRuwN998U1577TWz78svcEP6h+3c8JzjDxeNZyv3SYAESIAESIAESMCfBEqXFv12I6KOBMEDbXymeaQuzS/NfOiE5Bz0iQSt3CxyM3GxrvimC/T2DHujJPuIqRI64wdx9etv2MbraFCnhCYSixQpItK9e6Cj4/2TAAmkIQLQMcDbf6QHpJa9/fbbJloCERP4wUM47NixY+7248ePJyuSIlijws5r2WA4HbwNegkw6B189tlnpvIFdBgWL14srVq18u6e6sdYGwzpHt526dIlQbpFUgyfQf369R0rdtDZkBSC7EMCJEACJEACJJD6BPB2qHDhGFFCaDjEZype5dq5S9I9195Uqcg5cKwEL1gh6Y8cj28E2z0IuC5ES9CarcbJkONdLeGWr4i48JbtrbecU1jssVpaTl+3ib5uE8mc2W7llgRIgATSBAFUZYBoItIS0qrZ6RCoQIGqEbat1jLC0FqAofoEHBqIcNi6datxoixbtkxOnz5tzttlN+G0gGEepDskViXD83pmoNcvpEsgHeSrr74yYpX2aczbvn17fQ+QwIuA252hCQHRSXwWTsY0CicqbCMBEiABEiABEvA/AVXhViUrkerVRet4idbmiimv6HRlzSmV98eIq2cvSa8K2yGfT5RQdTjcCg2Rm/lzya3gILHSu5xGBmSb65YlrqvXJf2pc5LuuAo8ZsooLq3wIWMniEvFyRI1fcumscIxopGPPJJod3YgARIggTtNoKNW0EFKw4cqbotqCnfbUEISBnFIRCjAOnfubEQXUX0C6REtWrQwDgXoQ6BcJQyOAwg6/vvf/5YcOXLov8TqpnIEtBRgGLdy5UojLgkBSERBQKsCzgREFaB6xdGjR01fz5KaqIgBO3TokNniFyI2YBifKVMmUx7zP//5jxG3RCoFUj6wVohFVquWeEllVMJAlImnJoW5wO1fLl3kHy4WzzPcJwESIAESIAESIIE7QUDLfmntLVGJ7pgKFXBCJGaoe46381rmS+NT8c1JVA47sVGBcx5iZvqlUaXQRV+TiYSHJ11z4aOPRFC/Xd/EiYYV00iABEggrRJAxADEFVFSMk+ePKm6zKGqG9S/f39TacGOLnC6ACIB8GYfD+nQQkD1CM8KESht2VKrMKHcJAwVKuAwqFu3rjnG2Pnz55tUBIg2wnGAahB44IchegBlKX/55RcNBixs0jvGjx+vur3BRowS1x+kkWhwNEAgEutGhAS2aMOY4cOHC5whb2lEGxwOpTWVEWU1m6gT+h//+IdZD+aBADHKcI5UrR6U5UzIdu7cKRUrVpTRo0ebahZOfelscKLCNhIgARIgARIggTtLQAWm9FtPzMMxIhwcVK3v7IIC8GpXr8boaKAEpqqt67fsAITAWyYBEriXCFy8eFG1hsvKIxqBhXSAtGp4v79nzx7zMI+qDXiot82u+gBnBKINPMta2n2wRVoDHAcYC00FW3PBs4+v++AYGRlpKlFkjU8w2GNy6Eyg1OdV/b+Bqh2eopge3YTOBk8a3CcBEiABEiABErh7BDT0VGNMRVBGC3oBeLsro+CcAAAOxElEQVR+Wzn77i0qQK4MbQZ9uyWHD4u+4or5HALk1nmbJEAC9zaBJUuWaHBcA3nvvfdUy5Zitnfi00Q5UESUwNFQrly5eC+pMXY0EiABEiABEiABEkgDBBDNgLrmvXqJ9OsnWkdLND5T5OzZNLC4+3AJmicsCxYgIVg0njcmmmTbNjoa7sOPmrdEAvczgXqagjdYo7GgOTADkXE0vxIYNWqUjBgxQpDKkZCjAYtgZINfPwpOTgIkQAIkQAIk4BMBCFoNGSIyebJonKZIrVqicbKiMZ4iDzyQcBUFny4YIIOg2o684S1bRH74IUbrQkuWmZSJ2/nDAUKCt0kCJHCfEejWrZt8pJoz0EN49tln77O7Sxu3A0FI6FFAA6IXXgwkYnQ2JAKIp0mABEiABEiABO4igQsXRJWzRBYtinlAPnBAtGi5aM2vu7ioe/jSISGiKmqiKmKiCbcizZrFOHDu4Vvi0kmABEjAJtC3b18jfIjqFKiykJCwoz2G28QJQCMCQpKT9QUAIhteffXVxAdpDzobkoSJnUiABEiABEiABEiABEiABEiABNI6gUmTJkmXLl00E6+MiXSoUaNGWl9yml7fwoULpWvXrprReFamTJkijRs3TvJ6qdmQZFTsSAIkQAIkQAIkQAIkQAIkQAIkkJYJtG/fXn7++WdBGclHH31UIiIi5LvvvtOAOEbEJfVzQwnP2bNnm4oTcC5UrlxZtqmmT3IcDbgWIxuSSpz9SIAESIAESIAESIAESIAESIAE7hkC3377rcr/DJEVK1ZI7ty5pb5q1FSsWFHy58+fqqUj7xkgCSwU5S+joqJk8+bNggofFzSNsVGjRjJgwACpWbNmAiPjP0VnQ/xseIYESIAESIAESIAESIAESIAESOAeJ7Br1y6ZO3euLF++3LyhP3HihECHgPYHgdDQUMmbN69K+pQXVPhoppo+RYoU+aODD3t0NvgAjUNIgARIgARIgARIgARIgARIgARIgATiJ0DNhvjZ8AwJkAAJkAAJkAAJkAAJkAAJkAAJkIAPBOhs8AEah5AACZAACZAACZAACZAACZAACZAACcRPgM6G+NnwDAmQAAmQAAmQAAmQAAmQAAmQAAmQgA8E6GzwARqHkAAJkAAJkAAJkAAJkAAJkAAJkAAJxE+Azob42fAMCZAACZAACZAACZAACZAACZAACZCADwTobPABGoeQAAmQAAmQAAmQAAmQAAmQAAmQAAnETyBD/Kd4hgRIgARIgARIwFcCgwcPluPHj7uH9+nTRwoUKOA+9t4ZMmSIHDt2zN3co0cPKVasmPs4Le1YliX169eXLFmyyIIFC5K9tDVr1sj06dMTHVeiRAnp3r17ov2S0wFr79ixo5QpU0b69euXnKHsSwIkQAIkQAIkkAwCLv2nayWjP7uSAAmQAAmQAAkkgUB0dLSMGDFC3nzzTdO7V69eMnz4cMeRW7dulYoVK5pzRYoUkVmzZsnDDz8sLpfLsb93I/6Ve/d1avMe5+vxzZs3JV++fJIpUyY5dOiQpEuXvEDJ69evy8qVK6Vhw4Zy48YNefrppyUiIsIsB8dw0nz++ecSGhoq69at83WZjuMiIyOlVKlSEhQUJJcvX3bsw0YSIAESIAESIIGUE0jet4OUX48zkAAJkAAJkEBAEAgJCZG2bdu673X8+PFy7tw597HnzsiRI92HderUkSpVqsRxHrg7eO3cunXLRBnAAWCbU5t9LjW26dOnl927d8uOHTuS7WjA9TNmzCh169aVcuXKmeU0bdpUnn32WfPToUMH6d27t8yePVuuXbuWGsvlHCRAAiRAAiRAAneBAJ0NdwE6L0kCJEACJBAYBLJlyyZ4MM+TJ4+cP39exo0bF+fG8RZ/2rRp0rhxY3Mua9ascfok1NC/f3/58ccfxTNQ0aktoTl8ORcWFia4v5RYQvdaunRpGTNmTEqmdxxbuHBh48jBlkYCJEACJEACJOA/AnQ2+I8tZyYBEiABEiABo2vw6quvGhKjRo2K87b+o48+EkQz2G/5vZGtXr1aXn/9ddOnSZMm8vXXX7u7wKkwbNgwc/zCCy/IgAEDxKnNHjBnzhxB5AAcG+jrGWlx4MABGTRokEn1WLRokTRq1EiwXidD+sGMGTOkefPm4hlRgfQPRHNg/q5duwrm8cWg6TB06FCpVauW9OzZU9q0aeOOEtm1a5c888wzpu2VV14x0589e1amTJkif/vb30xax/vvv29SNDp16hRLBwOdM2fObLQzkK5CIwESIAESIAES8CMBfRNCIwESIAESIAES8AMBjVqwVHfAOnXqlKVpFdBIsiZMmOC+0tWrV628efNaixcvttShYM6//PLL7vOqa2CpHoI1ceJEC331Ad7SSAlLH7hNn7Vr11oqdGjGaXSDhWOnNnR+4403LHVqWJjz448/tjSVwYy9dOmS9cMPP1j6pt/M8+CDD1oqzGjOq46Eey32Du6pffv2VoYMGUx/1V8wp9QpYuXIkcM6efKkpc4ISwUkrffee88e5rh97LHHzBxjx4611GFgnTlzxtq3b5/VrFkzS50MZgzmz5kzp+lnT6I6EYYL1gxTMU7DGXyx/hYtWlg1a9Y0YzRFwx7m3tauXdtSkUj3MXdIgARIgARIgARSnwAjG/zoyOHUJEACJEACJAAC+hAuL774ooHx7rvvulMekD6hzgZp0KCBIyhEBkB/oXz58kaMEREDiCTYsGGD6V+9enVBKgLEIcPDwwXHTm1btmwRVLuYPHmyiRbAWurVqyeIEkAb9idNmmTmRLrHr7/+Knv37pX58+fHWVfu3LmNeCMELD0N4yEUibQRiC8OHDgwThSHZ3/PfUQvlC1b1kR3IMJj7ty57tPq1DCCju4G3SlUqJDkypXL3YRojqeeesoc9+3b10RdrFq1yqSvLF++3N3P3ilevLgwssGmwS0JkAAJkAAJ+IcAnQ3+4cpZSYAESIAESCAWAZSyxIPz9u3b3eUiIQz52muvxerneaDRCMaxgAd7VGXQCABzGhUgPM27EgXOebYhxQBOCqQ9VK1a1fwgbaJkyZLuVAq7LOcTTzxhnAV4oMdPfIZ0BE+rUaOGaFSDVK5cWebNm2ecGkilSIohlSQqKsr8XLhwQbp06ZKUYbH6oAwnTCMb3O0PPfSQ0crQqBB3G3ZwX3Q2xELCAxIgARIgARJIdQIZUn1GTkgCJEACJEACJBCHQNGiRaV169YydepUo4uAso6///67W4sgzgBtQGlJ6BFUq1ZNKlWqZLQQnKINPB0L9jyebYhggJjjxo0b7dNxtnb5SkQm+GK4t6VLl4qmfIimQRjNBDg5cJ/JMay7e/fusnnz5uQMc+wb372gbCedDY7I2EgCJEACJEACqUaAkQ2phpITkQAJkAAJkEDCBCD0CENoP1IZIBwJh0J8BhFGCDWir+osxHpr7znG07Fgt3u2BQcHmzf8cDp4m2okeDf5dHzjxg357LPPZPr06VKwYEFRHQpp1aqVT3MhOsGzbKhPkyQwCGkppUqVSqAHT5EACZAACZAACaSUAJ0NKSXI8SRAAiRAAiQQD4ErV64IKjeo5JLpoYKL5o0/Do4dOxYrXQDaDDC7L/ZRaQLpD4gagEVHR5utZx84FdAHD/u2ebchKgKGChSeY1Hpok+fPvawFG2RMoF7wlq3bt1qIjGWLVsmp0+fjndeey32Nr6OSD+BQU8Chv64Z5uZaUzGr7p16woiTWgkQAIkQAIkQAL+I0Bng//YcmYSIAESIIEAJ7Bz507zUAydBtt69+5tdrUagmTPnt1ulqNHj5p9z772Qza0GxDlAPFD2Pr1690iitBawMP3p59+KlrpwmhCeLdpFQojJDlz5kzj7ID2g1a9kHbt2smIESPMnCdOnDBbCEMmxewH/4MHD5ruePgfM2aM2YcgJoQqIfoYFhYW73T2PW/bti3ePjjRsGFDcx4RHgsWLDARE1q5Qo4cOWL0IeB0gKMD5l3OE21aDQQbY3DYlC5d2ghq2m3ckgAJkAAJkAAJ+IGAfkGhkQAJkAAJkAAJpDIBTZGw9EHblF/UygnW8OHD3VdQDQYrMjLSHKtQo6WVFNylJFHqEiUh0f7111+b0pgoU6kVK6xNmzZZxYoVs1QM0ZR7xASqAWFpJIP5UbFJSx+8HdtQmlKdEGY9+nXC0jf71pIlS8waVNDRlIxEO0prtmzZ0kKJSyfDulBaEtdEfxWGtFQLwlLHhaW6EJaKUFqdOnWytHKGpRUhnKYw7XbZS8yB+4mIiLCuXbvm2B+lLjX1wVwP5S7Hjx9vqdCl9fjjj5vymlppw8yBuVCuU8U0rc6dO7vvVSt1mJKcmFx1MiwVt7Ty589v2WU7HS/KRhIgARIgARIggRQRcGG0/nOmkQAJkAAJkAAJpEEC+kAs+IHuAgzpEji2qy+gDVUgIPCIiALbnNrwL3/Pnj2mUkWJEiViVaywx/m6RcoISl4i2gA6FJ6lKX2d03scoijU2WDWfenSJTcT736JHYMN1gjRTBoJkAAJkAAJkIB/CNDZ4B+unJUESIAESIAESIAESIAESIAESIAEApYANRsC9qPnjZMACZAACZAACZAACZAACZAACZCAfwjQ2eAfrpyVBEiABEiABEiABEiABEiABEiABAKWAJ0NAfvR88ZJgARIgARIgARIgARIgARIgARIwD8E6GzwD1fOSgIkQAIkQAIkQAIkQAIkQAIkQAIBS4DOhoD96HnjJEACJEACJEACJEACJEACJEACJOAfAnQ2+IcrZyUBEiABEiABEiABEiABEiABEiCBgCVAZ0PAfvS8cRIgARIgARIgARIgARIgARIgARLwDwE6G/zDlbOSAAmQAAmQAAmQAAmQAAmQAAmQQMASoLMhYD963jgJkAAJkAAJkAAJkAAJkAAJkAAJ+IcAnQ3+4cpZSYAESIAESIAESIAESIAESIAESCBgCdDZELAfPW+cBEiABEiABEiABEiABEiABEiABPxDgM4G/3DlrCRAAiRAAiRAAiRAAiRAAiRAAiQQsAT+H5ATlj+J19L1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model2.sublimate()\n",
    "model2.show_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Show only the current region of interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show only region of interest which is previous state, active state and all reachable states\n",
    "model2.show_graph(show_roi=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example graph from Readme.md"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from transitions.extensions.states import Timeout, Tags, add_state_features\n",
    "\n",
    "@add_state_features(Timeout, Tags)\n",
    "class CustomMachine(GraphMachine):\n",
    "    pass\n",
    "\n",
    "\n",
    "states = ['new', 'approved', 'ready', 'finished', 'provisioned',\n",
    "          {'name': 'failed', 'on_enter': 'notify', 'on_exit': 'reset',\n",
    "           'tags': ['error', 'urgent'], 'timeout': 10, 'on_timeout': 'shutdown'},\n",
    "          'in_iv', 'initializing', 'booting', 'os_ready', {'name': 'testing', 'on_exit': 'create_report'},\n",
    "          'provisioning']\n",
    "\n",
    "transitions = [{'trigger': 'approve', 'source': ['new', 'testing'], 'dest':'approved',\n",
    "                'conditions': 'is_valid', 'unless': 'abort_triggered'},\n",
    "               ['fail', '*', 'failed'],\n",
    "               ['add_to_iv', ['approved', 'failed'], 'in_iv'],\n",
    "               ['create', ['failed','in_iv'], 'initializing'],\n",
    "               ['init', 'in_iv', 'initializing'],\n",
    "               ['finish', 'approved', 'finished'],\n",
    "               ['boot', ['booting', 'initializing'], 'booting'],\n",
    "               ['ready', ['booting', 'initializing'], 'os_ready'],\n",
    "               ['run_checks', ['failed', 'os_ready'], 'testing'],\n",
    "               ['provision', ['os_ready', 'failed'], 'provisioning'],\n",
    "               ['provisioning_done', 'provisioning', 'os_ready']]\n",
    "\n",
    "class Model():\n",
    "    def is_valid(self):\n",
    "        return True\n",
    "    \n",
    "    def abort_triggered(self):\n",
    "        return False\n",
    "    \n",
    "    # graph object is created by the machine\n",
    "    def show_graph(self, **kwargs):\n",
    "        stream = io.BytesIO()\n",
    "        self.get_graph(**kwargs).draw(stream, prog='dot', format='png')\n",
    "        display(Image(stream.getvalue()))\n",
    "\n",
    "extra_args['title'] = \"System State\"\n",
    "extra_args['initial'] = \"new\"\n",
    "model = Model()\n",
    "machine = CustomMachine(model=model, states=states, transitions=transitions, **extra_args)\n",
    "model.approve()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Custom styling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# thanks to @dan-bar-dov (https://github.com/pytransitions/transitions/issues/367)\n",
    "model = Model()\n",
    "\n",
    "transient_states = ['T1', 'T2', 'T3']\n",
    "target_states = ['G1', 'G2']\n",
    "fail_states = ['F1', 'F2']\n",
    "transitions = [['eventA', 'INITIAL', 'T1'], ['eventB', 'INITIAL', 'T2'], ['eventC', 'INITIAL', 'T3'],\n",
    "               ['success', ['T1', 'T2'], 'G1'], ['defered', 'T3', 'G2'], ['fallback', ['T1', 'T2'], 'T3'],\n",
    "               ['error', ['T1', 'T2'], 'F1'], ['error', 'T3', 'F2']]\n",
    "\n",
    "machine = GraphMachine(model, states=transient_states + target_states + fail_states,\n",
    "                       transitions=transitions, initial='INITIAL', show_conditions=True,\n",
    "                       show_state_attributes=True)\n",
    "\n",
    "machine.machine_attributes['ratio'] = '0.471'\n",
    "machine.style_attributes['node']['fail'] = {'fillcolor': 'brown1'}\n",
    "machine.style_attributes['node']['transient'] = {'fillcolor': 'gold'}\n",
    "machine.style_attributes['node']['target'] = {'fillcolor': 'chartreuse'}\n",
    "model.eventC()\n",
    "\n",
    "# customize node styling\n",
    "for s in transient_states:\n",
    "    machine.model_graphs[model].set_node_style(s, 'transient')\n",
    "for s in target_states:\n",
    "    machine.model_graphs[model].set_node_style(s, 'target')\n",
    "for s in fail_states:\n",
    "    machine.model_graphs[model].set_node_style(s, 'fail')\n",
    "\n",
    "# draw the whole graph ...\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Enum states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from enum import Enum, auto, unique\n",
    "\n",
    "@unique\n",
    "class States(Enum):\n",
    "    \n",
    "    ONE = auto()\n",
    "    TWO = auto()\n",
    "    THREE = auto()\n",
    "\n",
    "model = Model()\n",
    "machine = GraphMachine(model, states=States, auto_transitions=False, ordered_transitions=True, initial=States.THREE)\n",
    "model.next_state()\n",
    "model.show_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
